Evening to each and every one of you. How are you all doing? Let me know how you feel in the comment section It's a favorite village boy. Mr. Ghana baby right here in the village and today we're bringing you something different Man, it's so dark right now. Can you see me?  Trudy came all the way from America to Ghana. I know you all have missed there Some of you even told us she's going to America to study.  Yeah, but she's in Ghana and anytime she comes to Ghana We normally stay in Accra half on Accra go to other part of Ghana, but whatever she comes to Takrati I mean, do you know that the best comes from the West? I mean my karma guys from the Shanty region, so he's definitely gonna be mad, but hey in Ghana If you talk about all the mineral resources, it can be found in this region whether you like it or not You can just argue with your computer, you know, so since Trudy is in Takrati right now I need to show her the best part of the West and I'm taking her to one of the best hotels here in Ghana Not in Takrati, but entire country. It was actually built by Kamil Krumah. If you don't know that one argue with your computer Thank you So yeah, I mean she's already hi You still feel like you're in America? Hi, what's up? This guy, how's America? You didn't come with American accent African to the core do you remember Kwame Krumah once said that He's not African because he was born in Africa, but it's an African because Africa was born in him Yeah, so I'm so glad I didn't lose the African accent Oh Did you see the comment on your video I said I've missed you so much when I come back to Africa. Did you see that? Yeah, but you're here already That's what you're gonna study in America Well after thinking about it so many people told me it's better, you know Africa It's you know, so many people had opinions and most of them were like it's better to be in Africa There's so much freedom in Africa Africa is a future, you know Why would you want to move there and you know what I was like, okay, maybe this guy's all right I made study in future. Mm-hmm. Maybe I'll go to the US in future to study or I study online, but for now Can I tell you something the future starts here in Takrati? So I'm just gonna take you to the future the beautiful future and that beautiful future We're going there tonight We're gonna spend a night there and the next morning you will see that the future is so bright We finally here finally. Yeah Okay, okay, I didn't expect this. You didn't expect this. It's beautiful. It's beautiful Like I said, the best comes from the West. So if it's beautiful, then I would say that no before I say that What do you see? I See people I see plants. I see it's bright Thank you. I'm so glad you said bright So like I said, your future start from Takrati. So which means that your future is so bright and beautiful Wow, I think that deserves a hug Okay, sure it does I love this. This is Ghana, Made in Ghana Quaba and I love the fact that they've used Ghana colors So cute She's not got it. No way This I need to come in with a cameraman Put this down Come because I really want to have I Really wanted to have the best time ever In Takrati. Anytime you come you stay in my village. So you think that oh the entire Takrati looks like my village Looks so pretty but it's time to sleep. I'm gonna show you guys here tomorrow morning Yeah, I mean they will see everything tomorrow, but for now I got it feeling That's a nice gonna be a good Good morning. Good morning. How are you all doing?  Wow. It's like your future. Wow. It was a night and it was short Was a very so comfortable. You don't know wake up. It feels so cozy, you know, and I Mean, how do you see this room? Okay, I'm speaking Swahili It's not good until I'm even confused. It's so nice. It's it's wow. It's executive, right?  I've never slept in an executive so before anything for you But yeah, I just told you that this place is what? Executive I mean like the entire place is bright. It's bright and beautiful. Yeah, just like your future So I want you to tell me what you're gonna see when you see Yeah, but it was kind of dark when you got here exactly so My gosh What is this? Oh My gosh, what I love it. It feels like when the coast of Kenya, you know the coast of Kenya Yeah, it looks like this. So talk ready. It's more like the coast of Ghana. Oh You see so this hotel used to be called what Atlantic hotel. Yeah, because the ocean right there is Atlantic Ocean. Oh Oh, I get it. I was wondering why it's called Atlantic look down. What do you see the pool man? How does the pool looks like the shape of the man fantastic? No, I mean Can you see the shape the shape the shape? I've seen this thing before the the shape of the pool is an alphabet And what alphabet I'm just giving you a clue. Is this I a That is a that is a so a is what the Atlantic That's creative. That's a good one It looks so good and then it's so blue from up here and then it's also green the trees The ocean the view is just perfect. I mean like I'll never trade this view for anything I know right. That's why I told you that the best comes from the west clearly I can't find the best from the west from best Western That's dope, right So if someone is watching us and they're thinking of coming to the honeymoon, this is a good place, right? Exactly. I mean if you live in Accra Wherever you live in Ghana Just explore Ghana more. I mean come to Takratia when you come here. Just come and enjoy best Western I'm gonna tell you something that you've not noticed You see the ocean right in between the ocean and this hotel. There's more like greens. What do you think it looks like? There's trees a lot of trees a lot of trees, but it's park So that's like a golf course man. So if you're playing golf right there So it's like a golf course and can you just look the wall? Oh, yeah, someone playing golf. Someone playing golf. Yeah, so this place also includes a golf course It's it's it's part of the it's not part of the hotel But I mean it adds to the view of the hotel that you enjoy when you come here Imagine sleeping in here.  You see ocean Then you see the pool Which is amazing So I mean now that you've seen the beauty of this hotel, I guess you're super hungry, right? Yeah, so we definitely needs to have breakfast this morning. Oh Okay, good morning Thank you. Are you expecting us Anita? Oh really table reserved or So wow Thank you. Thank you so much. Oh Wow, thank you so pretty. Thank you. You won. Oh, thank you. Thank you so much. Appreciate Hey breakfast Are you gonna go for my food for me? I have to go it for you can go together. Thank you There's this there's this lady or a man in my comments section always saying that What what am I must eat vegetables? It's a campaign. Yeah, so because of that Just because of that I want you to see that I've been eating vegetables man This is mushroom or mushroom is not a vegetable a big shout out to you and leave a comment. I'll pin your comments Yeah. Oh my god. No, no, no Like they come on. This is a this is a hip.  This is this is a real food I'm good for the day. Thank you How is the food? How does it taste? I feel like it tastes really Western really I'm not talking about the Western world. I'm talking about the Western region of Ghana Like I said the best comes from the West So if you're eating from here, you know, this place is called best Western So imagine how is the food? That's a good one. How is the food is the best? You don't have to say anything again Just enjoy your food and enjoy the Western region of Ghana. Thank you. I'm so happy Yeah Today has been our way for so long and I wanted to organize this It's actually not their bed. They I told them to do something like welcome back to Africa and Unfortunately, they put happy birthday, but anyway, it's just trying to say that happy birthday once again That's not a lie. That's not a lie. That was for you Because I'm going to organize this for you It's written hashtag or the Maya for me But then they thought it's your birthday. I say it shows them hashtag or the Maya for a million I'm so proud of you babe.   You've done so well, babe What the Maya has hit over 900,000 subscribers on YouTube, we have less than 100,000 to go and they can't wait The campaign starts now. Hashtag what the Maya to a million. I'm the chair lady We're getting you to a million. Is that why you're telling piece that? Oh, let's let's not go wait for a letter Yeah, that's why we're taking too long. It's what he leaves Cheese for you, babe. How does it feel to have 900,000 subscribers? First of all, I lied Because I didn't know what was going on. I was so confused. I was so confused. I asked piece like is it my birthday? And the piece is like no And then I was like, okay, so what are they doing is because you know the hotel owner knows that we are here Yeah, so I thought okay, maybe something special for us to add to our video What's going on?  What's happening? I'm like, okay, okay, let's do it. I want you to know Cheese, but how it feels to have 900k. I think for me every day it's always feel like having a hundred subscribers which Motivates me to work harder. Um, so 900k is just a number, but I mean for people it's such a big deal But numbers don't lie numbers don't lie, but trust me um a Million will surely come to pass coming so near by the end of September So what am I for a million? Yeah, so I just want to say thank you so much.  Yeah, you're loving it already. How can I not oh I'm so happy that you love it. You know because I was so scared that is he gonna love my city Of course, I love it. Are you kidding me? I do. I hope you're not tired of hearing this What the best comes from the worst But what makes this place so special, you know what what makes this place so special First of all is because you are so special babe, and I always want to take you to special places. Thank you the rest I Can still tell you don't worry Whenever you are in best Western Atlantic hotel, you have the gym right here You know my six packs actually got it from here Exactly, so any time that I come to talk right here. I was just coming here to work out just to have a six pack Yeah, what do you seem right now?  So this one. I'm having it at fish as soon as we get here I'm gonna take it off back to the street boy What else do you want me to tell you yeah, it's so beautiful amazing Yeah, I need to take Instagram photos here You do you know how to swim? I'm a swim coach. Yes, so don't worry. I'm just gonna take you there The last time I checked you scared of swimming stop messing. Oh, come on. Oh, come on. Oh, come on See, I'm just gonna be in the water and I'll swim like a fish. Oh, really? Why don't you prove that? Action should be harder than one Can we go now? When you are being surrounded by Water Why is that? Oh It's an island So welcome to our private island, baby, I just bought this island for you Hi, mr. Kumar. Hi, it's a pleasure meeting you. Nice meeting you. Oh, you know my name already. Yes, okay I was born and raised in Takrati, and I know this hotel. I mean the name that I know is Atlantic Hotel Yes, now it's called best Western and I believe that a lot of people from Takrati knows this hotel But I really don't know the history behind it. If you can educate me a little bit What are you gonna say? Definitely First of all, welcome to best Western plus Atlantic Hotel This hotel has a history When it started it started somewhere in 1962 This hotel was built at that period of time 1962 was a present the first president I'm in Krumah. Mr. Kuma in Krumah He built with the Russians at that time. I happened to be part of the hotel construction team So I know each and every corner of this hotel so It was built at that time and the structure was very strong and Even the engineers has allowed us to add on two more floors. It was like Basement ground and five floors. That's why I keep on telling people come in Krumah The guy is a visionary. He's a sea. He's genius man. Yes, whoa Is that from there from there, you know, we heard stories that it was undertaken or run by the government and after a few years It collapsed and all of that. So we came in 2009 to start the construction and 2013 September we opened the hotel. So this hotel has an eight years of history running Many business travelers those who come they stay here As you know, Western region used to be prefer preferably for leisure Vacation kind of thing. So we do see a lot of Families coming here to spend their vacation or get away weekend from our craft from all of that stress and all of that One of our great futures is the sea view from your room When you wake up in the morning, you know from your window, you can see the ocean and You know, you can almost forget everything whatever the stress you are in or whatever it is you will forget everything Yeah, and I just want you to tell me. Yeah, why must somebody stay in best Western plus best Western plus Yes, I Would say because it's the number one entertaining Entertainment in Takuradi, you won't find with all full facilities. I would say it's a full hotel We have big pools larger pools if you're an athlete, we have a 25 meters Olympic style lap pool Whereby you can swim for one hour or 30 minutes or whatever it is We have one of the biggest largest pools, which I'm not sure if you realize the the shape of it It's it's a letter Yeah, it's a letter of the ocean which we are close by which starts with a letter a And we also have the kids pool for kids That's my favorite. I'll be my favorite pool. That's for overgrown kids All right, and is it expensive to stay in here not really We are almost similar to some other hotels within the region Although we are at four star and others are at a different star. We are still equal to several other hotels Most of them we are busy Yeah, people prefer to stay here because of our food because of our service level because of our Facilities You know, we are close by the ocean There's a golf course if you want to walk by you can just walk to the beach and come back to your room We also have a soccer pitch. Yeah, if you are a group of families or group coming to stay here You can play five a side.  What about a Shalice? Shalice these are Private bungalows I would say If you are kind of person you want to have your own privacy not disturbed by people or crowd This is the best place to stay Each room has a small balcony whereby you can sit and have this feel of the sea breeze you know and Have fun. The other greatest big reasons why guests always come back to stay with us is our food We serve three times buffet that is breakfast lunch and dinner. We do have special team nights If you want to enjoy Indian food, I don't know if you like it every Wednesday night This is where you should be. We have an Indian theme buffet night. You can see all varieties of Indian food Friday night. We do Chinese team night Saturday night. We do Seafood night Sunday. You shouldn't miss Local brunch with all wide varieties of 16 regions of food we serve Sunday brunch and I think your breakfast is really heavy. Yes today actually at Bangkok In the morning like I was like what is happening locals prefer local food in the morning heavy food in the morning So as you saw it, we have all varieties exactly which can cover Not just for locals even for experts even for foreign travelers Continental is there European style is there everything is there. So this is like one-stop shop best entertaining hotel In Takaradi This is one of the biggest Bunkrat Hall, which you can find in Takaradi Western region This can take care of thousand guests at a time depending on the type of sitting and all of that That was before social distancing COVID everything happened now currently it can do up to 300 with social distancing protocol Anything you call it entertainment business This is the best place Thank you so much for talking to me


At the University of Greenwich, we can help you gain a solid foundation in all aspects of engineering. If you're interested in a career where you can contribute to knowledge, improve the quality of life, and reduce negative impact on the environment we live in, then engineering at the University of Greenwich is the place to be. We offer a range of engineering courses to suit all industries and interests. With expert teaching and top-of-the-range facilities across all campuses, you choose the area you want to specialise in. Construction is the process of building, designing and creating structures. This can include residential, commercial and industrial buildings, as well as roads, bridges and other infrastructure. Quantity surveying is a field that involves measuring, estimating and managing construction costs. Quantity surveyors work on construction projects to ensure they're completed within budget and on schedule. They also estimate the value of existing assets. Civil engineering focuses on the design, construction and maintenance of the built environment. It's a discipline that deals with the design, analysis and management of both constructed and naturally built systems that supports human activities. This includes residential and commercial buildings, roads, bridges, water supply and drainage systems, railways, manufacturing and power generation plants, and much more. Computer engineering combines computer science and electronic engineering. It involves the design, development and networking of computer hardware to achieve larger tasks. These are embedded into all our electronic devices, both fixed and mobile devices. Cybernetics is a branch of computer engineering that studies interactions between humans and machines. It involves the analysis of feedback and control systems, as well as the development of artificial intelligence and robotics. Chemical engineering involves the design and operation of processes that convert raw materials into useful products. This can include the production of chemicals, fuels, pharmaceuticals, food, water treatment and many more. Chemical engineering has applications in almost any industry we can think of. Mechanical engineering is a field that focuses on the design, development and operation of mechanical systems, including machines, components and processes. Mechanical engineers play a role in the design and development of most of the things we see around us, from the tiniest electrical and medical device up to the largest battleship. They are hugely in demand by and have application in almost every industry. Electrical and electronic engineering involves the design, development and maintenance of electrical and electronic systems, ranging from the tiniest low power portable electronic devices and gadgets to the control of complicated industrial processes, all the way to the generation and distribution of electrical power, including renewables. Engineering technology applies engineering principles and techniques to the development and operation of practical systems. It involves the use of tools and equipment to design, build and test technical systems. The field of engineering management combines engineering principles with managerial aspects that are critical for engineers working in a team and ultimately transitioning to management within organizations. It involves the planning, organization and control of engineering projects and resources. Engineering design and innovation focuses on products and ideas and how to move them from concepts to finished products, processes and systems. This based on engineering principles and creative problem solving. Create the future. Make advances by studying a course in engineering. Apply now.


The world's worst car just got worse. Question, what could be worse than a Datsun GO? Answer, a Datsun GO equipped with a continuously variable transmission, CVT and automatic gearbox, though technically it has no gears, rather a pair of variable width pulleys connected by a belt, that has a reputation for being dimwit and annoyingly droney. And sometimes pricey to fix. Well, as it happens, Datsun on Wednesday morning announced that it is bringing this nightmare to life with the launch of new GO and GO and CVT models.  If not, I'd suggest you do the sensible thing and save a few more rants until you can afford to buy something such as a Renault Sandero or, even better, a VW Up. Cars that are infinitely better, and safer, in every respect, and are no longer that much more expensive.


This is the story of the Indian diaspora in France, which has many hues. In mainland France, it is about one lakh strong. Twenty thousand of them Indian passport holders. Many of them are students and professionals, largely in and around Paris and Bordeaux. But in the glittering French overseas territories Guadeloupe and Martinique in the Caribbean Sea and reunion in the Indian Ocean, the Indian diaspora is most substantial and their history different. All of them in their own way are making a difference. Population from Pondicherry came in the 50s and 60s and 70s onwards in metropolitan France. You have more recent migrants, North Indians, Gujaratis, Punjabis who came from the 80s onwards for business education. When we came here, it brought a lot of influx of French people and French culture, including liberty, equality and fraternity. You have to know that here, 300 years ago, it was a place where we came to picnic on Sunday. It is a symbolic and strong place in history, because over there, you have the view of the Indian Ocean and everyone arrived by this fabulous place. Gotham Sen is a man obsessed with cars, vintage cars. The fact that I come from Calcutta, from Bengal, somehow the same kinds of passions you find that you find in Calcutta, people getting obsessed with either soccer or politics or cinema, or women for the matter or whatever, music. It's the same kind of obsession the French have. Gotham has been exhibiting vintage cars in India and France for the last 20 years. The Indian market is very peculiar, it's peculiar in the Asian context. It's a market for small cars, essentially hatchbacks for diesel engine cars, with cars with manual transmission. And that's quite unique to, compared to the rest of Asia, is surprisingly very, very similar to the French market. The French are the best in Europe or in the world for making diesel engines, small cars, manual transmission cars. In the south of France, the beautiful Chathogamaj is a 200-year-old winery inheritance. The legacy now is in the hands of Ushalavi, a Singaporean of Indian origin, a challenge she has to face every day in a field that is primarily dominated by men. Wines were produced here at the property. It was a challenging experience to keep the property in the hands of women, especially being Indian. We have owned the property for several decades and we continue this ancient tradition of winemaking here at Chathogamaj. Wailushalavi continues the tradition of French wines. A Frenchman living in the heart of Puducherry is making the finest quality of fragrances. We started Maroma in 1976. Maroma started with very small means. We had absolutely no money to start that, but we could borrow money here and there in order to buy some raw material and start with incense. I must say that I'm very proud and happy to be here in India after these four years and having participated in all of that. We are not Indian, but we are also patriotic and we are inside ours. We are Indian, we are French and we are all that. Another French man in the heart of France is engaged in the development of another unusual business, film collaborations between France and India, which are fast becoming an important source of business for the economy. The biggest avenue when it comes to French-Indian relationships seems to be Indian shoots in France. Here in France, as you know, the Indian diaspora doesn't speak Hindi. They speak Tamil. That means that we had more Tamil movies shot in France than we had Hindi movies. What we do with Indian producers is what the film commission does. There it serves to be the first gate that will explain what it will be, who they can work with, who has worked with Indian production, what could be interesting. For any question related to film and TV production, we are Indian producers' best friends. Far away in the French overseas territory of the Union, Sanjay Odojee is the best friend of those interested in the final things of life. It was at the start a small family business that developed in the manufacturing sector and in the construction materials. Group Rava is a pillar of the Union's economy and an integral part of the Union society. This effortless movement between the two nations has led to a constant exchange in arts, culture, people, politics, business and more. France is one of the largest investors in India and for India, France is an important destination for investment. You'll find many companies now who find India as a good opportunity to share or to invest. At the same time, many companies from India are coming to France also to do sensing. And many companies, like CECAP GMI, they have created 53,000 jobs in hardly a few years in India. There are more than 100 Indian companies in France, including Wipro, Syntex and the Indian multinational conglomerate Tata. We have very old connections. For example, in the business life, Mr. Tata, Virgy Tata, was from a French mother and is not buried in Syntier-le-Père-Lachaise in Paris because he was our friend. He was educated in France and he was a very good speaker in French. Paul Jacoby is a member of Parliament in Paris and head of cultural affairs. This Indian connection is not just diplomatic but also personal, being married to an Indian wife. In India, every time I go to Gaugin, the Delhi, I am surprised by the change. The buildings, the technology, the flyovers, things like that. Mr. Arun Kumar Singh, the Indian Ambassador to France, emphasises the common values that have strengthened the history and partnership between the two nations. Since we've gained our independence, there is a new relationship. And especially since the end of the 1990s, the relationship has been extremely strong. We share common values, democracy, freedom, rule of law, there is a strong business dimension to the relationship. Space, civil nuclear energy, defence, France is among our major partners. In space, for example, India has launched 18 satellites from France. We have launched two satellites for France and we have done two joint satellites. The satellite is far away from us. The little faithful son of the heritage is back. We have been looking for it for a long time. So it is a community that has also strengthened, that has enriched. There was also the wisdom of the ancients. Those who arrived, really had the wisdom to hear. To say that we are in an island, we have to live together. We have an avenue that is common. 150 years ago, a group of indentured labourers arrived in the island of Reunion from the ports of Chennai and Kolkata. Far away in the French overseas territory of Guadeloupe, amongst the indentured labourers who landed on the coast was a lawyer and politician who defended workers and demanded French citizenship for Indians there. Records show that by the end of the 19th century, nearly 60,000 indentured Indian labourers were brought to the idyllic French Caribbean islands of Guadeloupe and Martinique. Both islands have a community of Hindus, but people of Indian descent have assimilated with the majority of the population of mixed ancestry. Those sugarcane is still produced in both Guadeloupe and Martinique. Tourism has become an important sector of the economy, where people of Indian origin are well represented, including transport and construction, vegetable trade, higher education, and professional positions. Guadeloupe, Martinique and Reunion share a deep connect with the people of India. Jean-Paul Virpoul has been a member of the Senate of France, representing the island of Reunion. He has been the mayor of Saint-Randre for the last 36 years. The late Gilbert Kanabadi, a migrant of Tamil origin, was one of the richest people in Reunion, with large sugarcane plantations and real estate business in Saint-Pierre. His life was a poignant story of India in Reunion. When I was born in Moncaprice, he was a member of the Senate. And I was able to buy the land with Moncaprice's land, with all the accounting books where the whole family was transferred. Tragically, Gilbert Kanabadi Mutian passed away soon after this interview. He lies buried in his beloved home of Reunion, symbolic of the meetings of many cultures. It was not just Indians like artist Shakti Burman, or the great painter S.H. Razaar, taking their art and culture to France. The French had left a significant part of their roots in India during the period of colonisation. Dr. Nalaam is a renowned surgeon and the recipient of the Chevalier de la Légion d'Honneur, the high-ranked artist. Dr. Nalaam is a renowned surgeon and the recipient of the Chevalier de la Légion d'Honneur, the high-ranked artist. After the defeat of French in Indochina, it was an automatic choice of Mendes France to liberate all the colonies and Pondicherry was liberated. But they still gave an option to the population who are willing to become French national. About 8,000 people opted for French nationality. As your Indian territory was under British rule, it was a very small part of India which was under French rule. I think it is also because we had some extent to be close to the Indian civilization. We had some extent to be close to the Indian freedom fighters but also we kept some good relationships with the development, with the Indian development after 1947 and the independence. But 40 years before the liberation of Pondicherry, now known as Puducherry, Indians fought in the battle of Novchapel during the First World War. The contribution of India was during the First War. It was very important. More than 10,000 soldiers died in France. That means they make a big effort, they fight well and that is important. The Indians came here. The Punjab regiments and the Gurkha came to France during the First World War and fought for the freedom of French people. We fought so the French colours would fly high. But India and France also contributed to a spirit of peace together. Nira Alfassa, fondly known as the mother, founded Auroville as part of the Shri Aurobindo society. French by birth and early education, I am Indian by choice and predilection. In my consciousness, there is no antagonism between the two. Auroville signifies the mother's deep spiritual connect with India, a connect that lies deep in the history of France in India. And lying deep in the history of India in France is a Ramakrishna mission in Gretz, founded by Swami Vivekananda. We have a man's university. It is a kind of approach to the ancient Indian traditional education system called Guru Kula. Giving their lives in service to the Ramakrishna Mission, a German musician, Narene and Dutch singer, Sarada. Ramakrishna Mission's teachings are propagated through the local Gandharvgaon radio station. The web radio is... we broadcast some meditation, some mantra singing, some philosophy lesson. Everything is guided by Swami Vita Mohananda. Impact is very strong now in France. It's becoming bigger and bigger and we are very happy. The radio stopped two years ago only and now we have more and more listeners. That's very, very nice. Apart from spiritual teaching, many other aspects of Indian culture are absorbed into the French mainstream through the Indian diaspora. It was extremely enriching for me. In fact, working on this Indian play when I came here, for instance, allowed me to look at stuff which is sometimes, you know, when things are too close to you and you can't look at them properly, you need to push them away in order to be able to look at them. And that allowed me that distance. In a sense, I grew up. I mean, there was a certain maturity that being in this theatre and doing theatre in France and having this link that France has with India, I think cultural link between France and India is a very old link. I think I got that gust being living in France because there I could exhibit myself and it had helped me to exhibit more Indian arts. I think that way I should thank the both of them. French people, for example, they're very difficult, very critical and they're perfectionists and I think that is what I got from Paris because I never compromise on details. Maybe that's what makes you grow. There's one very, very important part of my artistic existence is that all my main books, the important books on my work all done by French publisher, like one is done by Alba Michel, another is done by Ladi Frans. So all these books are a gift to me by all French publishers. My mother started her own NGO in India called Renaissance International which used to help Indian carrigers, Indian artisans to export, to make products that would sell in Europe because unfortunately the colour is there, the art is there, the know-how is there but the designs are too Indian to be sold abroad so I decided to work with her. Son of India's renowned general and former chief of army staff General J.J. Singh Vivekpal Singh is the first Sikh to be elected to political office in France. We've been elected since April in the new city here in Kondeshwar. We as a new party and I have started bringing in my little contribution, whatever my family taught me, whatever India taught me to a country where people are opening up to the new ideas and new concepts which are different for them. And at the same time, I'm sure I'm bringing into India a lot of the French cultures and the French values of work especially in the ethic and social responsibilities in the work. Anil Abhimanyu Sharma has made an exciting journey from a photographer in India to a leading epicurist in France. So one of the biggest challenges of teaching Indian cuisine is explain the basics of why we eat and how we eat in India and I explained to them why do we cut everything into small pieces because we eat with our fingers. So it's a journey for them. I don't just teach the technique the technical part of it. Detox to your core. So you guys, it's not a sport. It's your core. You massage your core from the inside. I try to show only the simple recipes because we have only three hours to share India with them I would like to share cuisine with them and I would like to share the health aspect which is three totally different things. Catering to the popular interest in French cuisine is Pinakindesai who has opened a chain of successful coffee shops in Paris. To do any business we need a bank. France's direct bank is ready to work with us. And for the finance without guarantee we are ready to work with them. Because in the years that they have seen our work they have offered us to work with them openly. It's a long story passionate love story with the language first with the Bengali and then with the French neither India nor France is my homeland is the French language is my home land today Why? Because I don't speak like a true Indian anymore. At the same time I don't want to be a French I don't want to be a Frenchie in that sense. Somehow it's mixed blooded. I'm not mixed blooded by Bach but I'm mixed blooded by culture now. Sabine Armudam whose ancestors came as indentured labourers now teaches yoga in reunion. A few years ago I yoga brings me a lot of mental, spiritual well I really need it every day. We do studies on yoga and we realize that yoga comes to solve some problems even psychological problems. The people of India learn the French game Pétanque Pétanque Let's say in the Indian community it's one of the games of leisure I would say because everyone finds themselves after dinner. So it's more to relax to meet with friends and play with everyone. A different ball, a different place, a different spirit as cricket takes its tentative steps in France. Most of the things here are Asians you can see Pakistan Sri Lankans, Indians, Bangladesh everyone and of course there are British people also. Mostly when I talk about cricket to my French colleagues they ask me if it's a croquet croquet it's a French game but mostly I try to explain them by relating to baseball. We quite explain them we have lots of translations words that we use in cricket we have the translation for example the stems we call it as Giché so they come and watch the matches during the weekends with us and they enjoy the game. We are also promoting on behalf of France we are promoting the game. Like professional cricket the ethos of the present Indian diaspora in France is also professional. Aided considerably by the work of the Indian professional association in Paris, Maison Doulan headed by director Bikas Sanyal offers a window to higher education and opportunity in France to young people from India. Since I joined this school was to promote relationship between India and France. My first visit that I made officially on behalf of ESCP was to Ayam Ahmadabad I was the first school I think where we signed an agreement with Ayam Ahmadabad dates back to more than 30 years and since then we have now official collaboration with 7 business schools in India. All Indian students who we recruit to the CAD system we give them automatically a scholarship of 50% and in addition to that we have double degree agreements which is something quite unique that means they get degrees from the both institutions. Maya Sazari is the director of SIWA ROI the research institute in reunion that has collaborated with the Indian institute of science on an important exchange program. We were welcomed to the Indian institute of science by Professor Srinivasan and since then we have led scientific partnerships and we also have the first co-tutel of the French thesis i.e. the first co-diplomation between France and India. Along with his partner Rene Dr. Srinivas Kaveri has come to India to take forward the scientific collaboration between France and India as the director of the national centre for scientific research. The union between India and France is absolutely not at all on the contrary, I see that both the countries have perfected this lot of potential to work together the relation between France and India in science dates back to seven years why probably it has been further strengthened and has the relation between this. Probably known names such as Raman Uchan, Raman Grashekar. They are shaped the history of science for India. I'm really proud to be the creator of DR1 the first neuro-inspired robot that purifies the air and takes care of indoor environment. DR is a perfect example of the collaboration that PIOs can have with other countries and now this is an example of the collaboration between France and India. France and the Indians are so proud of their independence I think through cinema through literature and this is maybe the most important aspect of India which I'm very much appreciative in France through that literature they enter in a different world so France has to globalize and thanks to this Indian diaspora they get some understanding of what is exactly the world the world is different from the French values so you have to deal with these non-French values if you want to be in the 21st century power. Philippe Advani exemplifies the new professional of Indian origin in France literally flying sky high Airbus has established a tremendous relationship of confidence as far as commercial aircraft is concerned and I think now it's a trusted partner of India and contributes to the growth of the industry the area which is wanting today is on the sovereign side of industry so I think on the defense side on the space side helicopter side so I think this is a real area of commitment for the relations now what I've been doing for the past years is that I've been setting up what we call global sourcing and the idea here is to distribute aerospace added value across the world I would not be surprised if I had said that India is obviously one of the leading destinations for us so we've been opening some organizations in various countries India was the first one and now since our most tender childhood because at the time of the festival the music was there present the accounts were present for example Baltamul the story of Ramay Sita we didn't know the existence of India but there was a language a language that was there and since then the Indian accounts were present the reality to follow on our content tonight on India tomorrow is also the day we get our sound what I did for me is this is my skin color and both of them are white I just went back once in India almost 10 years ago and went back to the orphanage I stayed at when I was a baby because I need to know if my biological mom or dad are still alive and I tried to ask the sisters if they had kept any papers and she was so sorry to tell me I didn't find anything the complex contours of the ancient connection between France and India has interesting manifestations from a rediscovery of identity the journey of the Indian diaspora in France has taken many turns as it continues to reinvent itself I was born and brought up in South India and grew up here all my life and have lived in India all my life never lived in France but both my parents are French so I grew up speaking French at home artistically and creatively I've always loved French cinema and I think that's been a great influence on my life as an actor and then I always say that my skin is white my heart is brown there's a lot of French in it I'm a great believer although India doesn't know France that much France doesn't know India that much but I still feel in the collective unconscious in an unsaid sort of a way I think there's a great bond between France and India which will come to the fore one day I am attached to my Indian nationality at the same time I feel very French I belong to the society and yet I don't belong to it so it gives me a very privileged status because I can observe India from an external eye be critical of it and yet part of that society and I can do the same with French society somewhere I'm an insider but I'm also an outsider and I love that feeling of being inside and outside at the same time


Gotta attract followers, funders, attention, money. Money. Got to make it for your future. For your pension. High voltage. High voltage. Tension. Individuals, influencers, entrepreneurs. Jump up. Jump up. For a bigger budget. A bigger database. Pump up. Pump up. A bigger name. For a bigger name. Bigger fame. Buzzwords. Ricochet. Scale up the workflow. Matrix delivered. Levering. And and one stuff. Bottom line. Crunch time. Crunch time. But what about personality? What about integrity? What about integrity? But what about integrity? Yes. This is a time of spiraling pressure. Volatile. The views are like, our world is complex alright. Our world is complex alright. But there's still room to think. To learn. To learn. To create. Decode. Recode. Redefine it from the inside. Make this a time of reaction. Reflection. Action. Action. Do it differently. Make it with meaning. So many pivotal theories to debate. New ideas to collaborate. Don't say it's too late with open eyes. Eager ears. Securious brains. We can see this messy world without blinkers. Bring together the thinkers. Bring together the thinkers. Be a part of it. Be a part of it. This vast conversation, this future. This infinite movement of creative culture. Right here. Right here. This is a space of noise. Of color. Active imaginations. This is the middle of the world full of splashing questions. Passion. All angles. For opening eyes. For finding voices. For giving choices. For giving choices. For giving any choices. What will you learn? Discuss. Create. Discovery awaits. Discovery awaits.


The privacy sandbox creates a situation where Google is still getting the data. So they may call that privacy because fewer companies are getting the data, but Google is still able to fully exploit that data. So I don't think that that is giving users more privacy. Okay. And my last question of you is about, you know, we've asked you some questions on the record later on, mergers and things like that, and my bill, but just the kind of broad question here, Ms. Sleiman, in your opinion, do we need new laws to fully address the competition issues raised by big data or can we just live with what we've got? That's called a softball. Thank you so much. We absolutely need new laws and that's something that we're working very hard on. And I think we need to use all of the tools at our disposal. So we need to increase enforcement with the current laws that we have. We need to push for rulemaking at the FTC with the current laws that we have. But at the same time, it is so important that we have improvements to the antitrust laws and sector specific antitrust laws focused on big tech. Very good. I think that says it all. Thank you.


Good day. My name is Audrey Resnick. I'm a Senior Principal Software Engineer at Red Hat working with the Red Hat OpenShift Data Science team and Today I'd like to talk to you about accelerating ML ops with Cooper Navities, CICD and GetOps So the items that we're going to be looking over include a case study where we're going to deliver an intelligent retail coupon application We'll be looking at AI ML models and the work of data scientists specifically in the arena of ML ops We'll be productionizing a ML model with OpenShift and then we'll take a deep dive into GetOps and Pipelines and then we'll conclude with our demo of the Globix AR coupons intelligent application So let's go ahead and take a look at an overview for our retail coupon application So what's the discount what we want to do is give the customer the ability to find merchandise discounts for shirts as they browse clothing in a department store and This was actually a proof-of-concept project that our leadership team Gave myself and two other of my colleagues and they said, you know Can you take our existing resources and build an intelligent application using kind of basic ML ops and under two weeks well what we were able to do is with some of the open-source technologies that we have and Reusing an existing model. We're able to develop a proof-of-concept in just a few days with the three team members I'm going to make the caveat there that it is a proof-of-concept typically if you're going to create an intelligent application and vet it thoroughly and go ahead and Make sure that it is Well situated in production with retraining and modeling Monitoring that takes a few months. So I just want to put that out there with this application as we mentioned, we're just going to have the user have the ability to walk into a department store pick up a t-shirt or have someone try on a t-shirt take a picture Your edge device, which will be your phone and have that image sent to our model And then our model was able to see if that particular shirt would have a discount Let's talk about people in collaboration When we are going to create an intelligent application. We have a lot of people that we have to work with It goes from business leadership that basically goes ahead and gives you a set of goals and metrics The data engineer that is gathering your data the data scientist that is going ahead and taking that data and Developing a model and that model being handed over to an application developer So that they could wrap it within a flask app for deployment and then to the ML engineer and IT operations that are going to help you with model monitoring and Model management so besides the people in the collaboration You also have to pick some tools and in our case We decided on a number of data science and ML ops applications and managed services for our tools They go from Tecton, which is a framework to create CI CD pipelines to Kafka, which is a Streaming service where we could go ahead and ingest our data Red Hat OpenShift Data Science, which is a platform that we use for data scientists developers and ML ops folks to go ahead to Develop train deploy a model to quay which is going to analyze and distribute some of our container images Argo Which is a get ops continuous delivery tool for Kubernetes and S2i, which is sourced to image It's basically a workflow that you can use to deliver images Via containerization with an open-shift So let's talk about an AI ML model and the work of a data scientist now that we know what the personas are Let's see how these personas Interact within the steps of the model life cycle when we talk about steps of the model life cycle We're talking about setting goals gathering and preparing data Developing a model deploying the model in an application and model monitoring and management Business leadership is going to go ahead and set the goals and define the metrics for your project that point Afterwards the data engineer will step in they're going to gather and prepare the data Whether the data is in a data storage or lake. They're going to do some data exploration data preparation They may even use something like a patchy patchy Kafka for Doing some stream processing of the data once they have a data set that they feel is ready They're going to have that off to the data scientists. The data scientist is going to sit down and they're going to develop train test a model and The more than likely do this in an IDE such as PyCharm's Where they may initially use machine learning notebooks machine learning libraries such as up TensorFlow or PyTorch and once they feel that they have a model that is good enough To answer some of the the questions that leadership has set forth in the goals They're going to go ahead and hand that model off to an app developer And the app developer is going to deploy the model within an application This is going to bring into the model life cycle the parts with CICD and ML ops We'll go into that a little further and then what they're going to do is they're going to go ahead And once that model is deployed they are going to do some model monitoring and management This could be for various alerts if the model starts to drift Model visualization and at this point in time This is where the data scientists can step in and decide hmm The model is not really working the way that I expected and then that's where the model can actually be Retrained or they can very well decide that the model doesn't fit the situation and they may go and recreate a different model You'll notice that the very bottom IT operations is involved in all the steps They're the ones that are supporting the entire platform where all these people are working on So they have a vested interest in making sure that the open-source technology that is being used is very safe for the environment It's not going to allow any malware Anything of that sort to compromise the integrity of the the network that they are currently presiding over So with that, let's go ahead and go to the next slide and We're going to look at how we develop a machine learning model I'm going to give you a demo on this But I wanted to kind of put into context the kind of steps that you may see in an ML operations diagram And that kind of starts with the data store You're going to have some location where your data is located That is going to be taken in for model training You're going to have your machine learning model and once you're happy with that machine learning model You may go and choose to put that model in a model store. That one saves your model So it's reusable but it also gives your fellow co-workers the ability to reuse that model if they want to use that model for something else That they're working on Typically you're going to create an image of that model Meaning that you're going to wrap that up so that it can be successfully tested and deployed And in this case once we create that image we usually use containerization for that We're going to put that image in what we call a registry and that makes it even easier for people to go ahead and Connect to that model and use it For their own data exploration or solving their own problems Let's go ahead with the demo Hey, so what I'd like to do is actually create a machine learning model that I can use for my intelligent application for my retail coupon application Where I can go to find this platform, which is called Red Hat OpenShift Data Science is Clicking on the launcher icon within the Red Hat OpenShift dedicated cluster So I'm going to click on Red Hat OpenShift Data Science And I'm going to log in and That is going to provide me a platform where I can pick a number of tools that I want to work with I just clicked on the explore tab so that I can go through these Managed services and applications that are from our various independent Vendors and determine which ones that I want to use to create my intelligent coupon application. I Went and I selected Jupiter Hub that's going to show up in the enable tab and just to Note that within the resources tab. We have access to all the available resources such as documentation tutorials and quick starts for a number of the different application services and Managed services that we have available. I'm going to go back to the enabled icon Or sorry enable tab and I'm going to launch Jupiter Hub And I'm going to log in And what Jupiter Hub will allow me to do is to create a specific image that I want to use to build a TensorFlow model Now if I didn't want to build a TensorFlow model I could choose some of these other notebook images if I was doing something within say standard data science or Minimal PyTorch or PyTorch itself. I could choose those images I'm planning to use a TensorFlow model that will have these packages included if there is a package That's missing what I can always do is do a pip install into the Jupiter lab environment where this notebook server is going to spin it up from The deployment size that I'm going to choose will be a small we only go up to small in this public sandbox or domain and Typically though the container sizes will go up to extra large and they give the data scientists the ability to pick how much CPU and how much memory they need for their project We also have the ability to add environment variables environment variables are for those things that you may not want to store directly in your notebook Maybe such as AWS Access keys or passwords and with that I'm going to start my server and my server is going to take the choices of environment variables deployment size and notebook image and spin up a Jupiter lab environment That in this case will have all the available tensorflow packages and libraries that I would need to create a tensorflow model Now remember this Jupiter lab environment that I'm spinning up is an ephemeral one when I log out at the end of the day It'll go away. So all the resources Will then be freed up for anybody else to use within this environment And you'll notice that within this environment when I come in I've already have a number of projects that I'm working on and That's important when you're working with others on a project is you really want to be able not only to have your own environment but to share some of the code that they've developed and That is done through using GitHub in this instant we can Initialize a repository that we're creating first of all for a project what I've done just before this demo is I went and cloned a repository, so I put in the name of my arc model for my Retail coupon application and Basically downloaded the code or sorry clone the code into this ephemeral environment Within this environment here. I have a number of notebooks that I have been working on The first thing I'll do when I'm trying to create a model is to go ahead and explore the data So I can connect to s3. I Can take a look at an image that I'm using because remember with this coupon application will be using Our edge device which is our phone to take an image that we will feed the model and in this case. I'm creating a tensor. I Will load in a model that I've created And Essentially what I'm doing is trying to make sure that my model at the end of the day does recognize Certain objects within the photograph that I've given them and this is good It has recognized the objects but what I want to do is fine-tune the model so that what it will do is Recognize just the piece of clothing That I would take and it has recognized the piece of clothing I don't want to go ahead and deploy a Jupyter notebook into production So what I'll end up doing is taking my prediction model and some of the fine-tuning and put it in a prediction dot pi file this prediction dot pi file and some of this other code will then be Uploaded to my get repository that when I finish so that when I return into the open shift environment I can go ahead further into ML ops and Actually use some get ops to create an image that I can then deploy along with an intelligent application That will allow us to take pictures and then have the model predict on them Okay, so now that we've seen how we can go ahead and create a model Using the red hat open shift data science platform We need to kind of step back and start considering ML ops and that question being is How do we now automate this process of delivering a machine learning model to production? We've gone ahead and we've seen how we've scoped out apps and metrics. We've gone ahead and done feature engineering We've collected any of our data We've gone ahead and Monitored and validated our model. We've seen the model training and tuning. So the next step is is now How do we automate all of that? I mean, there are a number of moving parts Well, there are ways to automate this and we're going to go further into ML ops To automate this process. Let's take a look at how we can production eyes ML models using open shift This is going to start with a discussion of open shift pipelines now open shift pipelines are a cloud native CI CD solution that are based on Kubernetes resources and they use tecton blocks to automate deployments across the multiple platforms by abstracting away the underlying implementation details now tecton itself it introduces a number of Standard custom resource definitions that are called CRDs for defining the CI CD pipelines that are portable across the Kubernetes distributions So of course this means that these are going to be built for Kubernetes They're going to scale on demand you're going to have a secure pipeline execution And this is going to be very flexible and powerful with that in mind Let's now move on and we're going to take a look at data and ML pipelines in our data pipeline we're going to have data coming in from a number of resources and When we take the data from the number of resources, which could be clusters or environments We want to be able to gather or collect that data in a central location Where we can then do future extraction for our models and then put the data within a data store so that it's readily Accessible by our data engineers and our data scientists So here we are for our other demo what we're going to do with this demo is actually create a Kafka instance Remember we need some way to be able to handle the data that's streaming in mainly our images streaming in and to be able to push That to our application which we created before our application and model which we created an open shift Before hand, so let me share my screen with you And I'm going to admit that I had to go ahead and do a little bit of cheating before We went ahead and delivered our containerized model What I did is I broke out the front end application and deployed an object detection application made from Node.js and When I do that I'm able to go ahead and connect that to our model that we created so now that we have our model and we have this front end and We have that model working where it would Pull in some of the pictures. Let's get this working with streaming data The way that we're going to do that is again through creating a Kafka instance now a Kafka instance in Open Shift Streams for Apache Kafka will include the Kafka cluster bootstrap and the configurations that are needed to Connect to the producer and consumer services Now we're going to be creating this Kafka instance and related resources in a similar way as that we did in creating our open shift containerized image So we'll go ahead and click on create Kafka instance I've already created one previously. So I'll just reuse that name and it's going to be called a Resnick object detection The cloud be fighter is going to be Amazon web services I have one region to choose from and The availability zones are going to be multi by default for our test cluster here So that's going to take a while to actually create that image the next step in that is to actually go ahead and Create what's called a service account and that's the way that we're going to connect these applications to our Kafka instance In order to be able to feed data to it Now unfortunately, even if this went ahead and created I found out and I'm sure none of you have read into this before that all the licenses for this particular Test cluster have been taken out. So what we're going to do is actually step through the remaining items But we'll be doing it from a workbook that I have So I'm going to just bring that workbook into view Now remember I went ahead and I created that image then what I want to do is to go ahead and click on connection And in the connection we create that service account to set up the account So I would click on create service account I would give it a specific name. So in this case, I might put my username a Resnick dash Kafka dot dash essay and I would create it And what will happen is that I'm going to be granted certain credentials That's going to be to a secure location And once I have copied those over into notepad. I would save them so that I would have access to them later on After I go ahead and create that service account I also have to set an appropriate level of access for that account and that's in the access control list or acl of the Kafka instance So I'll go into my account and then I would go into access tab to view the acl for that and I would click on Manage access and then I would use an account drop down to select the service account that I previously created and connect next And this is where if you saved these Credentials from before you would be looking them up to see that that account actually matches and I would go ahead and manage the access for this And in this case, I would review any existing Permissions we wouldn't have any of those so we would go ahead and assign permissions to our topic consumer group and transactional ID I would save those And then we go ahead and create topics and that's going to when we start creating Kafka topics That's going to start producing and consuming the messages in our service So at the Kafka instances of the web console We go ahead and we click the name of our Kafka instance that we created earlier And we can click on create topic And what we're going to do is we're going to actually use these topics to go ahead and connect to the application services that we've created before within red hat open shift and of course that instance has timed up, but that's okay So we go ahead and create those and then When we go ahead and save everything we will actually have the ability then to Use our app where we would be able to take a picture because we have this Kafka service now that picture would go through the Kafka service the Kafka service is Connected to our Application front end that I created with no JS. So it's going to go through there. There's a rest api that's going to be called to our model that Photographer image will go to the model the model will go ahead and do the detection and then send back the results Through the Kafka streaming service so that we can Actually go ahead and look at them later on So let's go ahead and Close this part of the demo. Sorry that we weren't able to give you a really live demo But again, that's what happens when everybody's scrambling for resources And we're going to go back to the presentation and talk a little bit more about ml ops and open shift Okay, so now we're going to move on from our data pipeline to looking at the machine learning pipeline So ask what is the machine learning pipeline? Well kind of the definitions that float around include that The machine learning pipeline is just a means of automating the machine learning workflows By enabling that your data to be transformed and correlated Into a model that can be then analyzed to achieve your outputs or achieve your goals And this type of pipeline makes the process of inputting the data into the machine learning model fully automated Now you can create the resources required to run a machine learning pipeline by setting up a data store that we had talked about across To access the data that's needed in your pipeline steps You can configure a data set object to point to persistent data that may live in or isn't accessible in a data store And you can set up various compute targets on which your pipeline steps will run Okay, let's talk about the open shift get ops pipeline Now the open shift get ops pipeline is going to ensure that you have consistency and applications when you go ahead and deploy them to different clusters in different environments and that can include environments such as development staging and production and it also goes ahead and organizes the deployment process around the configuration repositories and makes them the central element And it always has at least two repositories the application repository and the source code And the environment configuration repository that defines the desired state of the application Now these repositories contain a declarative description of the infrastructure you need in your specified environment And they also contain an automated process to make your environment match that described state Specifically though the open shift get ops Helps you automate the following tasks You're going to ensure that your clusters have similar states for configuration monitoring and storage You're going to be able to recover or recreate clusters from a known state And you can apply or revert configuration changes to multiple open shift container platform clusters Uh, also you have associated templated configuration with different environments And lastly you're able to promote applications across clusters from staging to production Now with that let's take a look at the release pipeline Okay, once your intelligent application has been containerized The next thing that's going to happen is we have to have that release pipeline in place So what we're going to focus on is anytime there are new changes made into our get repository That's going to trigger something within our ml service and our intelligent application May be changed by some of the new code that we go ahead and add in or just some of the finer tuning And it will go ahead and deploy and then again at that point we can go and look for model drift And if we need to we can always take our model offline And go ahead and retrain it if necessary or if the Data or the results that are coming from it are not at totally at all what we want We can go ahead and pull that model completely offline and rebuild it This final diagram puts everything together that we've talked about We've started with some data that we ingested We've been able to get a data scientist to create a model for us. So the model has been trained with that data The model may be Stored within a model store We can create an image out of that model using the open shift platform And we can test that image and make sure that it has nothing in it that will cause it to Crash within our system Or at this point in time it looks like it is Valid for the goal that we have set so we can register that model image within a model image Within a model image registry and What we will then do is that once we have that model there We can from our application, which we've created and get ops that relates to the model Um can have a trigger for any new model changes And we can put our machine learning service into play and have our intelligent application Ready for use or deployed or sicked and at that point in time when we have everything online We just go ahead and monitor our model Make sure that there's no further drift that the model is performing as expected And we can continue this loop for as many times as we want to until our machine learning model is Operating the way that we expect This takes us to the intelligent application that my colleagues and I created remember again, this is a peripheral concept And these is an example case for ml ops with open shift get ops and pipelines The demo that we are going to have is again for a retail application what I want you to do is to take your iPhone and go ahead and point it at the The qr code what that is going to do is it will open up a camera automatically And you can either take a picture of the t-shirt here that is in this diagram Or you can get somebody to stand up in front of you and take a picture of the shirt that they're wearing Because at the end of the day out of the objects that are being displayed here We want the model only to recognize the clothing and to be able to apply a discount to the clothing Well, you should have ended up with something very similar like this after taking a picture of the barcode You're going to have a camera feature come up. You're going to go ahead and take a picture of The clothing and you'll see that that clothing would be associated with a discount So this shows that our model has been able to successfully Recognize a piece of clothing In our code that we've used for this application. It applies a discount But more importantly the pictures that you are all taking Are going through and streaming through our Apache Kafka services or our data pipeline The information is then being fed into our model through our model pipeline And then we're given a result Thankfully via the intelligent front end or app ui that we've stored within a get repository That guess what has been brought in through open shift and has been associated with our model Thank you for your time today I would like to give you the opportunity to try out the red hat open shift data science platform for free if you're interested in taking a look at how you can go ahead and Develop train test and deploy a model go to https developers dot red hat dot com slash products slash red hat open shift data science I hope you enjoy the rest of your conference


What is going on guys welcome back to channel critical overload here soon talk about how I'm in this video here again today Jason Blum seems to have added some fuels to some people in regards to Anticipating when this teaser trailer, whatever it will be will come out when we get our first look at the film There's already idea that we'll be getting something this month at cinema con But a tweet recently was came out a couple days ago Where he put out something initially and then was responded with any update on Halloween inch trailer Updates so he stated soon in response to that. So what does soon mean? Well again going off of all the things that are going on this month we know that universe is supposed to have some type of panel at the cinema con event and That's gonna take place on April 27th I believe and that's where a lot of us think that we will be getting our first look at the film So is that what this individual Jason Blum of course means by soon or is he saying soon as in? you'll have an update soon and just in general of when you can expect the trailer because honestly the chances of it showing up at cinema con this month they do seem kind of 50-50 right now, of course most of why I guess you might start to believe it a little bit more is if you consider the 2018 film They did something similar as well where in April there was a cinema con event I believe Jamie Lee Curtis was also the one who presented it and You know after that a lot of descriptions about what was shown in the footage was released online We saw that it was a positive reception to it and then we the public actually didn't get to see it until June So are we actually gonna see for the first time in June? Or will they do something different this time and have the footage shown at cinema con and then a few days later? Have it released online and not wait many months after it shown because the descriptions that were coming out Describing pretty much everything that was shown in the 2018 trailer when it actually got released in June And it seems like they might just be trying to follow a pattern that many people might not be picking up on if they do indeed Show something in April at cinema con this month later this month and then drop the teaser in June That might be signs of a pattern being followed and then a lot of more people will of course start to pick up on that Jason Blum's comments again all he said was soon But the fact that so many people are already thinking that we'll get to see what Michael Myers next rampage Will look like this month at cinema con this is just adding fuel to it for some people It may be something it may be nothing so if it actually happens then it happens What should we see in the teaser again?  They're gonna just try to build it up like that They need to show some type of some type of cool appealing shot that would draw your attention in In relation to making this feel like a versus movie maybe because you know You're gonna get that inevitable battle or encounter with Michael and Laurie in this movie We hope so I think you I think it would be smart on your end to show Teeth to show glimpses of that and kind of build it up throughout the trailer Don't necessarily show them touching but do a good job at building it up to create a big fight field event And have your audience anticipate seeing these two touch Which would again of course help you perform even better at the box office because this is a lovable iconic final girl in Laurie strode and then you have a Iconic lovable slasher villain in Michael Myers and we know the history these two share between each other This is a history that spans more than 40 years, but it seems like it's gonna be the final encounter between them I mean, that's honestly the the smartest thing they could do when it relates to footage being shown how they Address it in the in the interviews press junkers that they know undoubtedly will have Just setting this up is like a big fight event because that's what it's gonna be at least I hope I hope Michael and Michael and Laurie touch in this movie. It's not just something brief I hope they have something that's very reminiscent of what we got in 2018 Maybe a little bit more brutal as well where these two just collide and they touch And shout out to you team monies what I'll call you. I'll call you team money You sent me this update over on Twitter. So I appreciate you big time and as far as going back to the teaser and what could be in it They could also show glimpses of what's going on with Allison Nelson. What's going on with Maybe her trauma and how she's dealt with the loss of her mother her father Maybe she's also living with her grandmother now They can get caught up with Lindsey see how her life has been impacted Maybe see how her life was prior to the events of Halloween kills Like glimpses of that could be teased in the trailer teaser whatever we get while of course We are also shown new characters shown cool setups that relate to kills But don't actually see the kills happen and maybe also do a better job at just hiding who does and does not die Since I know a lot of people really honed in on that Vicki closet scenario Or sequence shown in the Halloween 2018 trailer, and then what did she do? She ultimately died anyway So I think they might want to just do a better job at hiding certain things Because I get where a lot of people coming from when they say teasers show too much these days It really comes down to how much you are also or rewatching it because why I will say yes There were trailers back in the day where if you watch them, you wouldn't be able to tell the narrative Us as the audience knowing how trailers are if we're out here watching them over and over We're to blame too. We're part of the problem if we're someone who does not want to have Every bit of the movie known before we watch it Well knowing how trailers operate these days and what you want them to be like But they just are not like that you need to then have some discipline in regards to how you choose to watch it How many times you choose to watch it and how many times I guess you decide to study it or not? Because the trailers these days they do give away a lot. I won't say that that's not true It's true for a lot of films So I think they should just do their best job to kind of make you feel that this is gonna be a big big event between Michael and Lori show glimpses of What is to come but don't show them touching save that for the movie now, of course if we get two trailers they might just Blow everything and show them touching in the in each final trailer I just think it would be very good to tease what we kind of all feel is coming tease us give us that Mouthwatering sensation with your teaser showing glimpses of everyone building it up even the characters that are talking can build it up There's certain bits of dialogue placed in this teaser about Lori about Michael and It's done in a way that creates this vibe of oh these two are gonna clash And then you have to wait to see the movie to see how the clash turns out Don't show anything of course ended that indicates that Lori's dying the indicates that Michael's dying and then say oh Well, you have to go see the movie to get your answer We already have a feeling that one of the two are gonna die anyway So I don't think you should even tease that but just give us a vibe that screams Michael and Lori are gonna have a epic battle and you need to go out and see this movie when it releases in October Because this could be the end we know it's the end of David's iteration, but not the end of the shape I doubt it. Let me know just think about this down in the comment section below if you haven't already Of course make sure you subscribe turn on post location in this video in the script I have links my social media accounts on Facebook Twitter and Instagram you can message me there Of course, then there's any movies news or if you're usually having to cover in the future without any of my guys I will see you in the next video


J-E-L-L-O! The Tello program starring Jack Denney with Mary Livingston, Phil Harris, Kenny Baker, and yours truly, Don Wilson. The orchestra opens the program with just one of those things. Ladies and gentlemen, it may be perfectly true that a rose by any other name would be as fragrant. But if you didn't know what to ask for, you'd never get to enjoy it. So a name is important, it's mighty important, whether you're buying flowers for fragrance or desserts for flavor. That's why we urge you to look for the name J-E-L-L-O whenever you're buying a gelatin dessert. Because that name is a trademark. It's the property of general foods, and it tells you that here is the real thing. The one and only J-E-L-O. If you hear any other dessert called J-E-L-O, you'll know that's incorrect, for there is no other J-E-L-O. And you'll find it's worthwhile to insist on J-E-L-O because J-E-L-O brings you delicious extra-rich fruit flavor. It's put there by a special process, and it's sealed right in so it can't get out. Strawberry, raspberry, cherry, orange, lemon, and lime. All six have this extra-rich goodness that makes J-E-L-O America's favorite gelatin dessert. So look for those big red letters on the box. They spell J-E-L-O. These things played by the orchestra. And now, ladies and gentlemen, tonight we bring you... Oh, just a moment, folks. Mary? Mary, where's Jack? He'll be right in. He's in the next room sending a telegram. Oh, he's been in there ten minutes. What's it all about? I don't know. Jack said it was none of my business, so let's open the door and listen. Oh, I wouldn't do that. Mary, it isn't cricket. We're not in England now. Open it up, Mary. Okay. Gee, he looks mad. Operator. Operator, will you please pay attention? I asked for Western Union. You gave me the Plummer's Union three times. I did. Yes, I'm not a plumber. I don't know a plunger from a trombone. Now, will you please get me Western Union? All right, handsome. Handsome? Well, you can't even see my face. Well, I can dream, can't I? It's all you've been doing. Now, will you please make it snappy? Just a moment. I'll let you talk to information. Look, I don't want to talk to information. For goodness' sake, you can talk to the girl. You don't have to marry her. Look, miss, I'm in a hurry. Will you please get me Western Union? Okay. Gee, that guy fights with everybody. Especially on telephones. Quiet, you two. Here's your party. It's about time. Hello? Western Meat Market, what's your order, please? I'd like a pound. Hey, wait a minute. I've got the wrong number. Operator. Operator. Number, please. Look, Operator, this is old faithful talking.  Oh, you want Western Union? Yes, and congratulations. This is the longest conversation since Cohen on the telephone. Now, look, Operator, it's the last time I'm going to... Hello, this is Western Union. What? This is Western Union. Well, for heaven's sake, it's sure good to hear your voice. How are you? Oh, hello, Joe. When did you get in town? I'm sorry, miss, but I'm not Joe. Look, I want to send a wire to Fred Allen, New York City. Oh, so that's a big mystery. This ought to be good. Did you get the name Miss Fred Allen? Allen, how do you spell it? A is an amp eater.  Another L is in leech. E-N. Now, here's the message. Dear Mr. Allen, heard your program again last Wednesday, and this is your final warning. Oh, did you hear him, too? I thought I'd died when he said Jack Benny was a male impersonator. That's very funny. Now, take my message. Yes, sir. Mr. Allen, if you ever mentioned the name of Jack Benny again, the undersigned will personally come to New York and kick your new but unpaid-for teeth out. Have you got that? Yeah. Good. Sign it the clutching hand. How much is that? Straight message. Just a moment, please. The clutching hand? Where did Jack get that name? Oh, you know his rheumatism. Quiet. Let's go back. How much is it, miss? I haven't got all day. That'll be $2.46 for a straight message. Fine. Send it collect. Thank you, Mr. Hand. Goodbye. Goodbye. Well, that's that. Allen will never guess who sent that wire and he'll be plenty scared. Oh, now what? Hello? Hello. I got Western Union for you. I... I just talked to Western Union. Young lady, how do you keep your job, anyway? Well, right now I'm sitting on the boss' lap. Oh. 800 telephone operators in this city and I had to get her. I'm late, Don. You can introduce me now. Okay. That was one o'clock jump played by the orchestra.  Hello again. This is Jack Benny talking, clutching hand. Don, what's the matter with this gang, anyway? Can't I even make a telephone call without everybody eavesdropping? Well, Jack, it really wasn't my idea. Oh, it wasn't. No, I thought of it. You know me. I'm just a spy at heart. Oh, you are. Well, listen, Madam Harris. I think, I think spying is about as low a trick as any human being can possibly do. You're right, Jack. Certainly I'm right. Oh, hello, Mary. Hello, Clutch. Oh, you too.  Well, at least I never signed a fake name to a telegram. Yeah. Where did you get that clutching hand stuff? Bill, it so happens that that was my nickname when I was a kid. Everybody used to call me clutching hand Benny. Why? Because I never had a belt for my pants. That's why. Are you satisfied? Well, I got the impression you were trying to scare Fred Allen. Did you hear him Wednesday night? Yes, I heard him. I heard him. Every week, I get the same question. Well, I tuned in last Wednesday, and I thought he was exceptionally amusing. Amusing? Don, I've listened to seashells that were more entertaining than Allen's. And another thing, to hear Allen talk, you'd think I was a weakling in a cop. Well, I think I was a weakling in a cop. And another thing, to hear Allen talk, you'd think I was a weakling in a coward. That's right. The Daily Double. Quiet. And you know, Jack, there isn't a week goes by that Allen doesn't mention how tight you are. He says I'm tight. He's a fine one to talk. Any man that'll tar and feather his straw hat so he can wear it in the wintertime. Well. No kidding, Jack. Is he really that stingy? Stingy, you want to hear something, Don? I went over to his house one day bringing cheese on mousetraps. Isn't that awful, Mary?  Well, I never saw a fat one in your house. Because that's all I've got several with double chin. Anyway, let's drop, Allen, talking about something a little more pleasant. Well, speaking of something pleasant, I have some good news for you, Jack. You have? What is it, Don? Well, Phil tells me he's not going to leave our program after all. Really? Why, Phil, what caused this sudden change in your plans? Well, Jack, I thought the whole thing over. And after all, you've always been a regular guy with me. And you're a pretty sweet fellow to work for. And besides that, I had a little trouble with my sponsor. Oh, I thought it was something like that. What happened between you and the bubblegum king there? Well, just as we were signing a contract where I was to direct the 90-piece symphony orchestra, they threw a net over them. Oh. I thought there was something crazy about that guy. Did he suspect anything? Well, no. I thought he was all right. Until one afternoon, we just finished a rehearsal. Uh-huh. And the sponsor said to me, can I take you home? I got my elephant waiting outside. An elephant? He must have been baddie. Say, Mary, you had lunch with him a couple of times. Didn't you notice he was nuts? I'll say. He used to order fruitcake and laugh at us.  Oh, hello, Kenny. Hi, Jack. Say, Jack, you want to hear something funny? What is it, Kenny? I was in the restaurant across the street a few minutes ago, and, you know, they got a new waitress there. Yeah? So I ordered a cup of coffee, and then I got to talking to her. Uh-huh. And I finally made a date to take her out tonight. Oh, boy! Well, what are you laughing at? Boy, is she homely. You certainly pick them, Kenny, so you dated her up, eh? Yeah. And you know what her name is? What? Buck Tooth Annie. That's fine. Can you imagine that Mary's going out with a girl that has buck teeth? Well, he's got to hang his hat someplace, don't he? That's right. Well, Kenny, now that you're all excited about your date, have you got a good song for us tonight? Oh, sure. I got a pip. Well, that's well. Let's have it. Okay. Oh, say, Jack, not changing the subject, but, uh, did you hear F-A last Wednesday night? Yes, I heard F-A, and I thought he was L-Z. Now, let's not bring that up again.  My arm looks like a buggy whip, eh? Well, he ought to know. What do you mean, he ought to know? Don, when you're riding behind a horse, and you take the buggy whip in your hand and hit something, well, he ought to know. And now, Kenny, if you're ready, you may go ahead with your song. Wait a minute. Come in. Telegram for Jack Benny. Right here, boy. It's collect. Okay. Wait a minute, Mary. Don't touch it. That's from Fred Allen. Send it back, buddy. I refuse to accept it. Well, I refuse to be surprised. Goodbye. When Allen isn't going to catch me napping, sing, Kenny. Imagine trying to hook me for a collect telegram. Come out of your dream. Come in through my assles in the air.  It was, please come out of your dream sung by Kenny Baker, who never will. That was really beautiful, Kenny. Gee, some night I wish you'd sing five or six numbers on our program. I better get five or six checks, too. All right, Kenny, I was just paying you a compliment. What a gang. And now, ladies and gentlemen, for our feature attraction tonight... Some compliment. And now, ladies and gentlemen, for our feature attraction tonight, we are going to present our version of Paramount's famous Chinese picture, Hop a Lung Cassidy. I will play Hop, Mary will be Lung, and Kenny will... Pardon me, folks. Come in. Oh, it's you. Hello, Aubrey. Hi, chief. Everything's okay outside. How's it going in here? Oh, everything is fine, Aubrey. Just keep your eyes open. That's all. I got you, chief. Ready to go home now? In a little while. Oh, fellas, this is my bodyguard, Aubrey Mulligan. Your bodyguard? Yes, I just hired him today. My goodness, Jack, what do you need a bodyguard for? Somebody's got to help him find his glasses. That's not the only reason, Mary. I figured that Alan might send some thugs out here to get me, and I want to be ready. Thugs, eh? Then you're not scared of Alan personally, is that it? Listen, Phil, why should I be scared of a fella who's so frail that he has feigning spells at least three times a week? Feigning spells? Yes. You know how Alan talks through his nose. You think that's adenoids, don't you? It is adenoids. It is not. That obstruction in his nose is built in smelling salts. So the only reason I got Aubrey is for protection against Alan's henchmen. Aubrey, sit down here and wait till the program is over. Okay. Hey, Chief, how about giving me a knockdown of the day? Oh, yes. Yeah, this is Mary Livingston. Hiya, babe. What you doing tonight? Nothing.  Mary, that is a nice. Now, Aubrey, besides being a bodyguard, there are a couple of more things I want you to do for me, and they're very important. Oh, by the way, can you read? In a pinch, Chief. In a pinch. Well, wait a minute. I've got to find out right now.  Okay. Go ahead. Read it, Aubrey. The whole thing? Yeah, the whole thing. Go ahead. Okay.  Pardon me, Aubrey. That's not temp-tatin. It's temp-tine. Yes, yes. Okay, temp-tine. And ask them for package of jello. It ain't only easy to make, but it's a conimal as well. A conimal? That's not a conimal. It's economical. Stop buttonin' or I'll lay one on ya. Aubrey, Aubrey, control yourself. Uh, okay, Chief. It ain't only easy to make, but it's a conimal. You want to make somethin' out of it? Aubrey, please, please. It comes in six delicious flavors. Strawberry, raspberry, cherry, orange, lemon, and limb. It's a lie, but it was pretty good, Aubrey. Now, just stay around till after the program and you can take me home. And now, ladies and gentlemen, as I started to announce before, tonight, we are going to present... Pardon me, I'll take it. Hello? Hello, Mr. Bennett, this is Rochester, Tolton. Oh, what do you want? A telegram just came to the house for ya. $8.80 collect. Well, don't accept it. That wire's from Fred Allen. He sent it to me for a gag. Well, he must be livin' now. I paid for it. Paid for? Where did you get $8.80? I ripped open the mattress and dipped it into your reserve fund. Oh, you did, eh? Well, stay away from there. Incidentally, I've been missing a lot of bills lately, so I wish you'd stop making my bed with a vacuum cleaner. Now, keep the telegram. I'll read it when I get home. Okay. Oh, now hop in the car and pick me up. I'll be ready in about 15 minutes. I ain't goin' near that car, boss. Why, what's the matter with it now? Well, every time I step on the starter, it's a mess. Oh, are they doing that again? Well, what happens when you use the crank? Coffee comes out. Now, that's just a big lie. Well, never mind. I'll take a cab home. Okay, so long, boss. So long. Oh, say, boss, I think you better come home right away. Why, is there anything wrong? Well, there's a man been prowling around the house all day and now he's in the backyard. In the backyard? Oh, I get it. I'll be right home, Rochester. In the meantime, do something to keep that man there.  I'll see you in a little while. Say, fellas, I'm going to run along now. Rochester to tell me there's someone prowling around my backyard. I bet Allen's got something to do with it. That's what I think. Come on, Aubrey. Here's your chance. Okay, Chief. Wait a minute, Jack. I'm going with you. Nothing doing, Mary. There might be some rough stuff and you're liable to get hurt. Go on. I can run as fast as you can. Well, all right. Come on. Let's go, Aubrey. Follow me, Chief. I'll take you home on my car. Okay. Come on, Mary. The same place for your car to run out of gas. I'm sorry, Chief. See, are you sure you ran out of gas, Aubrey? Gee, the gate said full. I said I was out of gas, didn't I? Yes. Yes. Yes. When you're out of gas, you're out of gas. I know, but I wanted to get home in a hurry. Oh, Jack, we only got five more blocks. Five more blocks? My feet are killing me. Say, Aubrey, why are we walking down such a dark street? Gee, the main boulevard is only two blocks away. It's more romantic here. Oh. Well, anyway, it's a beautiful night, isn't it? Yeah. No, say, Aubrey, I just happen to think I forgot to ask you for references. Yeah, that's too bad. Yeah. Are you worried, Jack? No, I'm not worried. I'm just tired.  Where? Oh, yes. Hello, Mulligan. Well, as I live and breathe, if it ain't the doctor. The doctor? Say, Chief, I'd like to have you meet a friend of mine. Dr. Thorndike. Oh, glad to know you, Doctor. This is Mary Livingston. Pleased to meet you. How do you do? Funny looking doctor. Are you going our way, Doc? Yeah, I find tonight the most beneficial and soothing. So I might as well walk along with you guys. Do you mind, Chief? No, no, no. Come right along, Dr. Thorndike. Well, yes, sir. Who live in this neighborhood, Doctor? I ain't talking, buddy. Oh. Well, what kind of a doctor are you? He's a swell soigin. A soigin? Yeah, what's the matter? Don't you like it? Oh, yeah. Yeah, some of my best friends are soigins. Say, Jack, I don't think he's a doctor at all. Look at that bulge in his coat pocket. Oh, that's just his handkerchief. Well, it's got a trigger on it. Well, gentlemen, this walk is very invigorating, isn't it? It sure is. Oh, Jack, here comes another guy. Oh, my goodness. Well, if it ain't Aubrey Mulligan and Dr. Thorndike. Hello, Professor Kingsley. Professor? Kingsley yet? Well, ain't this a coincidence. Oh, Professor, this is Jack Benny. Well, how do you do, Professor? Hiya, buddy. Who's your squit? Just call me Levy the Lug. Well, I hate to be rude, but I think I'll run ahead. I'm quite anxious to get home. No, you don't, Chief. Hey, Professor, you want to take a walk with us? Sure. I find a night air most beneficial and soothing. So I might as well walk along with you guys. Well, beautiful evening, isn't it, Professor Kingsley? Yes, and nuts. That's good.  Well, maybe he teaches boxing. Who knows, huh? Well, Aubrey, another couple of blocks, and we'll be home. Safe and sound, huh, Aubrey? Yeah. Do you think it's dark enough here, Professor? Well, what do you think, Doctor? My check, it's okay. See, it's swell. It's night air, so beneficial and soothing. Isn't it, fellas? Yeah. All right, buddy, stick them up. What?  Why, Aubrey? Yeah, don't talk. Okay, so long, fellas. Goodbye, Jack. I'll see you tomorrow if I don't talk. All right, boys. All right, you put one over on me. All right, here's my dough. Now leave me alone. Hey, that's a beautiful word. Yeah, you take it, Doctor. I forgot to send you something for Christmas. Sentimental, fellas, anyway.  All right, boys. All right, you got my money and watch. Why are you taking no chances off with your pants? My pants? She was, fellas. We're in Beverly Hills. Grab hold of them. Doc will rip them off. Come on, Jack. Come on, fellas. Oh, my goodness. What's the matter with you guys?  I knew I'm going to report you guys to the police. Yeah, do that little thing. Come on, let's grab, fellas. Son of a... Aubrey Mulligan, you're fired. That's a fine thing. Yeah, on the street here in my BVDs. Oh, well, I've only got another block to go, so I'll run home. Gee, I'm so embarrassed. Hello, Jack. Hello, Barbara. Oh, my goodness, of all times to meet Barbara Stanwyck. Oh, Rochester! Rochester, open the door! Here's a fashion hint for your dining table.  Well, a bright, cheerful dessert can dress up a plain meal and make it mighty festive. And here's one you'll want to try. Apricot pecan layers, a swell, colorful combination of orange jello and canned apricots. And you make it like this. First, arrange six halves of canned apricots in a mold. Then dissolve one package of orange jello in a pint of hot water and pour the jello carefully over the apricots. Sprinkle with a quarter cup of broken pecan meats and chill until firm. Believe me, there's a picture. Fruit-rich, shimmering orange jello with cheerful a spring sunshine with delicious apricots held firmly inside that glowing mold. Just try it yourself. It's a grand dessert. Ask your grocer tomorrow for orange jello and treat the family to apricot pecan layers. And for that delicious, extra-rich fruit flavor, just be sure you get genuine jello. The last number of the 19th program in the New Jello Series, and we will be with you again next Sunday night at the same time. And now, ladies and gentlemen, I would like to take this opportunity to thank my listeners, as well as the radio editors and critics throughout the United States and Canada for the lovely tribute they paid the jello program, members of my cast and myself, in the recent polls conducted by the New York World Telegram and the Radio Daily. So thanks again, folks, and good night. Pennybacker affairs on the jello program for courtesy of Marvin LaLaurie production. This can be loved is from the Boyce & Syracuse. This is the National Broadcasting Company.