Welcome here Alan from truecaller. I know who you are. We've met on various occasions over the last few years I know your company, but maybe not everyone in this room does so can you give us a little bit of a basic description of What truecaller is? Sure. So we're a Stockholm based company me and my co-founder we started the company back in 2009 and Truecaller is basically a communication product. You can make phone calls and text messages directly from truecaller And recently this year. We also launched payments so you can pay directly From your contacts instead of to call it to your friends like peer-to-peer payments and so forth and we mainly focus on emerging markets We have over 250 million customers around the world Growing with around 400,000 new customers per day 100% organic Cool, and we're gonna talk more about that But let's go back to 2009 and the question that I always like to ask is why did you start this company? How did this come about like why? Yeah, so, you know me and my co-founder we started two other companies before Truecaller that obviously Failed, but during that period we were both receiving a lot of phone calls from different parts of the world within our work and and You know friends who moved abroad and we were discussing this problem that you don't who is this person who's calling you like How can I prioritize my time? By knowing who wants to communicate with me and what's the context of that? so we started to work on this product and building it ourselves both front and and back end and The first week when we launched it we got 10,000 customers and we were like oh damn You know, we're not the only people have this problem And so from them we decided to raise some angel capital and then resign from our full-time jobs Yeah, because this is the product that if you launch it and you say like would you color ID? It seems like a more of a feature rather than a product. Obviously, that's not the case But you say you grew very quickly. Was that happening across many markets or was it in Sweden first and then? Country per country. How did it happen? Yeah, so we saw growth coming from many markets The problem in many of our markets was that there was no public data available so we we decided to build a community where people can contribute in different ways to to make this work and Then it started to become this Network effect where people wanted their friends to join. It was also a very magical experience To be able to see who's calling me no matter where in the world the call came from So, you know, it was more like hey, I want to show you a magical thing just give me a ring and We always from the beginning saw that, you know, the phone number is a unique identifier that connects you to the world Now there's a lot of data missing about that person or that business behind that number And if you can represent yourself in a much better way, then, you know, you will increase your business you will increase your You know every every every time you try to communicate with someone you will sort of reach the success of it You mentioned today of 250 million users, which is insane, but I think it's even more insane that you're onboarding 400,000 users every single day. It's close to half a million a day. Yeah Where are these users coming from? Where are these markets? So interest it's very interesting. So our big markets are India, Middle East, whole Africa, parts of Latin America and parts of Europe But if you only look at our top 20 markets, those markets represents 2.2 billion people and Less than 30% of those countries and in many of those countries, it's like less than 10% Have a small have a smartphone So in the coming years, we'll see more and more people getting connected every single day And I would say many of those 400,000 users that joins every day are people who for the first time bought a Smartphone and got connected to the world So the growth we're seeing today is nothing compared to what we'll be seeing in the coming two years Was this something you expected because you're growing a lot in Africa Across the Middle East and India in particular. Was this something you expected when you started the company? Not really. I think we were I mean we were just focused on building a good product every single day and then all sudden one one evening A friend of mine sent a video. He was watching in the Lebanese news and he said that people are talking about you on the you know main news channel, so he sent me the link and Now me and I were looking at it and we're like Shit, everyone is talking about true colors in Lebanon. What's going on and When we started to look at the numbers for some reason we missed it because we were so focused on just building the product And and we realized at that point that six percent of the population was using true color and it was it's a small population So we you know it went so fast So we started to backtrack it to figure out why did this happen and then find our key KPIs That made this possible and then try to replicate it in more markets sure One thing that happens in this wonderful world of tech startups when you have that kind of traction and a really good product Is that you tend to attract investors? You've raised about a hundred million dollars so far for vessel like atomic oh sequoia Kleiner Perkins Not the small names I would say in investment How did that happen? so we've tried to we've been close to bankruptcy many times during these eight years I would say and Every time we tried to raise money. We failed We were bad at selling this story But every time we've raised money and been successful has been the times when they have knocked on our door All right, and I think the data has shown that okay. This is this is something this can become something big so our first investor was Sequoia and it was the sequoia India team that flew to Stockholm to meet us and we were Pretty surprised because we tried to raise money from the local Swedish investors and they all you know Denied us in some way and so we asked them up front. Why are you here? Why do you want to invest in us and they said you know when you're using the product yourself every day Your wife is using it your kids are using your neighbor is using it and you're an investor But haven't invested it haven't invested in this company then something is wrong And we were like, okay that makes sense write the check and six weeks after they flew or Stockholm the money was in the bank And that also shows the maturity of you know The the VCs like sequoia atomic oh and Kleiner Perkins that they've done this many times in the past and they know that The time of an entrepreneur is so important Don't waste it like right if you're committed just do it So I guess the secret is get as close to bankruptcy as possible and then let the investors come to you I think it's really fruitful to be close to a near-death experience a few times. I agree Let's talk about the product a little bit what used to be Relatively simple calling ideas band blocking is now become a full-fledged Communication products so what what does true color do today in a market like India, which is your number one market? So what is true color? What is the product become now? Yeah, it's messaging its payments, right? So we we believe that if we can apply our identity platform to your whole communication experience Everything from to your phone book to your call history where you might have you know calls from people you don't store And also to your messaging as message and messaging experience then we can build a great communication tool So that's sort of where it started from and today you can Manage your whole experience a communication experience directly from true color and given our markets What's really interesting is that? In the markets were big in people don't save contacts into their phone book anymore They just rely on everything being in the cloud being managed by true color Which is a great lock-in as well because you know that keeps users engaged and retained for a long time just like the browser's work I would say right But it also pits you against you know There's a lot of companies in this space communication messaging payments And it pits you directly into some of the biggest companies in tech Is that the intention like going full out and being competitive to you know the Amazons and the Google of this world? Well, you know We are competing with the big guys in many fields Obviously, we're solving a problem that they are not doing since we're growing as fast as what's up in our markets And we're the third most downloaded and engaged app in India after Facebook and what's up so we're we're solving the trust part of a communication which no one else is really doing and I don't see any other competitors looking at the world the same way that we do that For instance payments as you mentioned from true color in India. You can actually send money to your friend directly from your contacts Or after a conversation you can send money to the person even if you don't have that phone number stored in your contacts And the way we look at it is that In most cases when you send money to someone there's a conversation happening before that Either if you're buying something on a classified website or from a business and keep in mind in our market Markets things go so fast. You don't send an email if you want something to happen You have to call them or you have to send a text message not just one like ten because that's how fast it's moving And that's where true call makes a lot of sense, and I don't see any other competitors doing or Looking at it the same way as we do even though they're trying to you know step into it, but It's great to see competition coming in because that means we're doing something, right? So going back to the last eight years when you scale a company like true car, it's never linear There's ups and downs so what is some of the biggest challenges that you faced over the last eight years? And how did you overcome them? Well, one of the big challenges we had was that so me and my co-founder we built the back and infrastructure from the beginning and We were so afraid of letting other people work on it which was you know a good learning curve for us, but in 2013-14 we started to see like strong exponential growth and every week we had like two three down times And you know the servers went down for a couple of hours because the machines had to reboot the databases and so forth So eventually we said to our CTO like dude. We know you've been complaining about The back-end infrastructure and you wanted to take take it over So please do it now so we just hand it over everything and it took us a year to rewrite the whole infrastructure and since then we basically never had a downtime and We're like 10x bigger than we were three four years ago So that was I think if we would have waited one more year to refactor everything I don't think we would have made it could have been problematic. Yeah, what are some of the other mistakes? Like have you ever like focused really on a new feature or product that was completely? You know the wrong decision to make have you ever gone through downsizing where to lay off people like what are some of the other problems that you faced? Yeah, I mean I think one of the thing I reflect a lot on is We used to have three apps We had true caller true dialer and true messenger and we built true dialer as the phone app to sort of learn and understand the Market a bit more same with true messenger on the messaging side and I think we waited a bit too long to merge them into true caller and It's created a lot of The focus in the organization because it's it's really hard to think about One product every single day when you wake up till you go to bed the thing in what three products makes it even harder and Some of our advices Entrepreneurs they were giving us this advice like you should you should merge it as soon as possible It's really hard to manage several products and we were like no no we can do it. You know no problem And in hindsight, you know, they were right for sure and these are pretty experienced people from you know, Facebook and so This focus on emerging markets India Africa Middle East Would you advise other entrepreneurs to take closer looks at this market does it really depend on the product that you have? I definitely think that Companies in in Europe should start looking at those markets because I believe that Companies in Silicon Valley. They live in a bubble. They don't really understand these markets yet Which is great for for us because we can just land grab and that was our strategy back in the days Because everyone was focusing on the Western world and we said, you know what? The emerging markets will continue to emerge. They will become Ten X bigger than the Western markets So let's just focus on them while we can and then in 2015 Google and Facebook went out saying we're gonna focus on the next billion markets This is where the future is and then all of a sudden everyone was looking at those markets and we became very attractive all of a sudden That's one of our board members usually says like Growing in India used to be a bug back in the days now. It's a feature So in hindsight, I think we took some good Decisions great. How much of your time do you still spend in Stockholm? Sorry? How much of your time do you still spend in Stockholm? Most of my time? So we have a you know a team of 20 25 people in India right now So I'm spending you know one or two weeks every other month in India So most of my time is in Stockholm But then of course, you know you travel from time to time for other stuff as well And you've had two failed startups. You have a scale up Do you get involved in the Stockholm startup ecosystem to pass on your learnings to you know emerging entrepreneurs? Yeah, absolutely I think it's our Responsibility to do that. I mean we spent eight years building a network trying to get in you know in front of John The war who's on our board and and some other great people now now that we have that relationship How can we make sure that other great entrepreneurs in Stockholm can leverage that? So, you know me and my co-founder we co-invest in a few companies and we tried to find companies That are similar to us like engineers Engineering founders who like to get get their hands dirty just like Mark pink is was saying in the product So we've done a few investments In Stockholm and what do you see some of these beginning entrepreneurs when you look at them? And you decide if you want to be an angel investor in that company, but what are some of the mistakes you see them make? That you can advise them not to as an experienced entrepreneur. Sorry, I'm gonna move here. It's hard to hear you What do you see what are some of the mistakes that you see emerging entrepreneurs make most often when you? decide to invest or not well, what I see you right now in Stockholm is a lot of there a lot of great people and a lot of entrepreneurs who wants to start a company the Big trap I see is that they spend too much time at the different Entrepreneur or startup events then actually sitting on the slush for example. Yeah, like slush, you know, what are we doing here? So spending too much time here then actually sitting and coding we were Super under the radar the first three four years no one knew about us We didn't want people to know about us. We were only focusing on our own thing and that's the advice we usually give back I think these so there's a lot of Hubs that has started in Stockholm like incubators Which is a great initiative the problem I see with those is that it's also a place where you hang out and talk to people See we were working in in Namis kitchen the first, you know, 12 months and the other Two three years we were we had an office in a basement So no one could disturb us You know and it also fitted our budget as well But it was you're sort of locked in and I think you need to be that We talked about the product a little bit What we didn't talk about is that you're actually turning true color into a platform We're essentially offering SDK to third-party application developers to use true color in what way So the problem that many developers have is that when they on board their customers, they churn a lot of uses Mostly because OTP verification doesn't really work that well or you need to build like a huge platform for that And we spend a lot of time building that infrastructure to authenticate customers So we we built true color SDK Which is just a small piece of code that you put into your app and then you know You can single sign on your customer Just like you can do with Facebook login or Google But the difference is when you sign in your customers using our SDK You get their phone number you get verified information about the customer That they have put into their true color profile and that we have verified So you get more information about the customers when you onboard them So this is sort of the first step in the true color SDK Roadmap to authenticate the customers The next step of course is how can we leverage other things that we're built in true color into our SDK like payments for instance, right? so We have around 150 developers using our true color SDK one of them are Times internet group on all their 40 properties, which is a huge business Red bus, which is the largest bus ticketing company in India. So when you want to buy a bus ticket, you know, you download the app You sign in with true color So, you know the red bus company knows that you are who you say you are and then you know When you want to buy the ticket in the future, you should be able to utilize our SDK as well for that Sorry one integration that I really want you to talk about as well It's the one with Amazon and Uber in India for last mile delivery. How does that work? so we Was actually this earlier this year We launched true color priority because we saw that the problem that many of these Delivery type of companies have in India is that when the Uber driver calls you or the Amazon delivery guy calls you You might know it's those guys because true color says it's Uber calling or it's Amazon calling But you don't really know the context of it or how important the call is so we launched the true color priority program so that those big companies can Feed us with the phone numbers of all their delivery guys or drivers So when they call you will know and we will say this is a verified call from Uber. It's the driver He's He's probably waiting for you so adding even more context to the communication before it even happens And we've seen all those customers increasing the number of deliveries Picked up drivers, etc. Just rocket right well sounds to me like you're onto something with the platform there Happy scaling. Thank you. Thank you


The court didn't give a flying flip about what I was already doing because it wasn't under a court order and it's not making any fees off of money that I was already paying. I would go from my unlimited parenting time to one day a week and once every other weekend. How's that a deal for someone who wants to be an active parent? Then I said I want my parenting time entered in the order and eventually a temporary order was issued and it raised my support payment to 40% of my net take home pay. Now I'm trying to paint a picture here that this didn't do well for a guy who was doing the right thing other than picking the wrong woman. When I got that order, it also reduced my ability to see the child down to once every other week. And I was like, well by design, you know that was done to set the support payment to a maximum and not really leave me with any resources to do anything with the child whenever I had the child. Then the mother started interfering with me seeing the child on the court ordered days.


Hello everybody. My name is Angelo and I'm here to talk about a little bit about fighting malware with deep learning. So I will show you how you can use deep learning to build a classifier, a binary classifier. And I'd like to thank you for coming and thank you DevCon AI Village. This is my first DevCon. So I'm a little bit lost here. But it's been pretty, being very amazing here. So and I'd like to thank my company, Tautus, to support me to come here also. All right. So who am I? I work as an ethical hacker at Tautus, the largest software company in Latin America. We build ERP. And I'm a part-time data scientist, basically, you know, self-made. And then I'm a part-time PhD student. I hope my supervisor won't listen to that. And I'm interested in deep learning data science for malware detection classification. Okay. So first I want to share some experience I had. Okay. So I was not a researcher, you know. I got a degree in mathematics, but I was not a researcher. So I went to, I started working with computers, programming and so on. So actually you're not researching. But then I wanted to make some research and I wanted to get into this machine learning, deep learning AI thing. And I didn't know how. So I started studying machine learning, there's online resources and books, deep learning and malware analysis. I've already knew something about malware analysis, but I kind of learned more. Okay. And then since you want to make research, you need to start studying the state of the art papers, you know, to see what's going on, what's in the edge. So okay. And then I started to read these papers and I got stuck when I tried to reproduce them because they are very theoretical, you know, and sometimes you don't have enough information to reproduce them. So this is a very big problem in machine learning papers and the, for malware analysis in particular, because the guys, they don't want to tell you that they're hyper parameters, they don't share data. So it's quite hard to reproduce the papers, but also sometimes because you just don't know the basics, you haven't been through the basics. You didn't code something simpler to see it working. So you need to do that. Okay. So here what happens is because we, actually what he's saying here is that there is a difference between knowing the path and walking the path. What does that mean in this context? It means that I wanted to do research, but I haven't done anything yet. I want to jump, make a big, take a big step. So that's quite hard to do. So you need to step back, right, and feel that gap and how you do that. Basically, you want to build, that's very important for machine learning in not only malware research, but any kind of research. You need to build your baseline, your own baseline models from the scratch. And from the scratch, I mean that you don't need to implement back propagation yourself. You don't need, you can, but you don't need. You can use a high level framework, deep learning framework to do that for you. So that will be your starting point for doing research. And the second thing is that you want to build simple and working models using the techniques you want to master and research because you need to learn them very well if you want to contribute with something new. And the third point is, this is kind of strange, but you need to not contribute first to be able to contribute later. First, you need to learn the basics. Then you are not contributing. You are contributing with yourself. And then you can then try to contribute with the scientific community or or whatever. So always be humble. You don't know anything. You don't know everything. Okay, so we are data scientists, right? Right. So we need, in our case, we need malware, a lot of malware, meaning we need instances. We need data to feed our models. This one is my favorite repository. It's called Virus Share. So there you can find, I checked yesterday, almost 34 million instances of malware to download. So you can download huge files, six gigabytes each with 60,000 instances there. And you can play with them. Okay. And then one good thing is that they are already labeled using VirusTotal. So as you can see, I told you several layers. And the first layers are low-level features and the deeper layers, high-level features, what we are interested in is getting this data from this data sets. I will show you and then try to figure out if they are malicious or not, because we're trying to detect malware. And then we have also the recurrent neural networks that they're good for sequential modeling. So if you get sequential data in time or space, something like that, you can use recurrent neural networks for that. They are good for dynamic analysis. So, okay. So we need to build our machine learning deep learning data science pipeline. This is actual real information that I took about one month to download malware in Goodware. And then I set up an environment hypervisor with nine virtual machines running for four months around the clock to run this malware and get the dynamic information. And then we need to do the basics from data science, meaning we need to preprocess our data. We need to clean the data. We need to make some feature engineering, get the best features for our problem. In this case, the feature engineering was minimal. I haven't done almost any.  So you use a high-level framework and you can start building the models. So, all right. So I have here three models to show you. I will share this code, the Jupyter notebooks, and I will share the data set, the data sets. There are several data sets. So don't worry if you can get something because I need to be very quick. Now just need some help here because I will need to throw the code there and I can't see the code here, you know, because my screen extended. Can someone help me there from AI Village, please? Yes, but then I can't see then the code from here, you know, when I drag. Please. So what I need is a, I open here the code and I want to project there, but the screen is extended. That's why I, so I will have time to explain step by step the code. But basically what I'm showing here is an example of each of those models I showed before. You know, this one is a multi-layer perceptron for static analysis data. So basically what we do first is to import all the libraries, necessary libraries from Python libraries. They're amazing. So here's our data set. I'm getting data from the PA sections. So PA sections basically describes the sections in the executable file. Okay. So one, one information here that's very important is this entropy. Usually when the entropy is high, it means that either the code is encrypted or packet. So malware, usually malware authors, they usually like packing the content of the file to avoid an antivirus detection. But that's not enough. Okay. This can be very high, but it's not a malware. So can't rely only on one feature. So okay. And there is a, there is a column here saying some hour or not. Okay. So this is how our data looks like. And this is tabular data. It's in a table. Here I do some correlation analysis, you know, to figure out correlation among the features. You see that some features are very high, highly correlated. So we can drop them out. You don't need to duplicate data. And then what I'm doing here is opening another data set that is called imports, P imports. P imports basically, you know, create a program you need to import functions from DLLs and so on. And maybe we can find, we can, the machine learning deep learning algorithm can spot some patterns that are used for malware in hours. So what we're doing here is in this data set is the most 1000 important imported functions in reverse order. So for example, this malware imported this get proc address function. And this get proc address function is the most important, most important function. Okay. So this is what it means. So you see that there are a lot of features here, and they are categorical.  Because you can't just play with them. You're not playing with numbers. Okay. We're playing with categories. All right. So and in the end, we have say some hour or not. And this data set has 47,000 entries. Okay, so we remove duplicates, and then we merge the files. And then now we have the data set ready. Okay, I'll jump a little bit here. We convert this data sets, band as data frames to NumPy arrays to feed the models. And then there is another problem here. We need to check the imbalance. And this is high in balance. See 24 to 1. So we have 24 malware instances for each goodware instances. So that's a problem. Okay. Then we need to make this train test split stratified. So meaning that after performing this split, we need to keep the proportions. Okay. And basically here, I'm standardizing the code. I can't, I will only standardize the code that is numeric. See, I'm not touching the categorical data. Okay. So let's jump to the model here. There is something interesting. We need to deal with imbalance. So the data set is imbalanced. So we can try to use some algorithm to over sample, over sampling technique. So for example, the smote won't work here because it can't deal with categorical features. And there is a variation called smote nominal and continuous that was taking just too much time to run. So I gave up for now. And then we can use a random over sampler. But random over sampler is bad because it just duplicates data. But in our case, helped. So after running that, you see, we can see here that now the data set is balanced. And then I will perform some visualization using TSNE. TSNE is a pretty awesome algorithm for visualizing high dimensional data. Basically it projects high dimensional data onto the plane or to a space, to a space. So you can have an idea how the data is in that high dimensional space. And then you can also have an idea about the decision boundaries your model will need to learn. And if you see this is complicated, this one. Red is mower and green is good work. We need to separate them out. So deep learning. So here's a model, deep learning model for mutilated perceptron. As you can see, the model is quite simple. This is not research. This is just that homework. I said in the beginning that I need to understand how to build a simple model in order to try to build something more complex or new. So this is just a model with two dance layers. And then after that, we create the model, get here the summary 146,000 parameters. It's not really too much, right? Here's a model. We can get this model, the architecture of the model, just with one command. And now here there is one algorithm that I would like to explain more deep, but I can't because I don't have time. But this is a model selection. Basically, I'm making an automation of the model selection here. I'm getting those hyperparameters and testing each one of them combinations and performing three fold cross validation to see which combination is better. And after that, we train the model for some time. This case didn't take too much. I trained at home. I have an NVIDIA RTX 2080 Ti. So 4,300 to the cores. It's a decent card. So 10,000 seconds, roughly three hours. And here it's important to evaluate the model using the test set. And okay, we have here the results from the model selection. So this is the best combination. Dropout rate 0.6. The first model architecture, the first model architecture here is a dropout first and then batch normalization. There is a holy war about that. You should use batch norm first and then dropout or vice versa and neither of then or both in any order. But actually it depends on the nature of your data. So that's why you need to test it. And the lowest number of neurons won. So after that, we perform an evaluation. And with the evaluation, we have a thing called confusion matrix to show the two negatives, false positive, false negatives, and true positives. First, what we do is to create a benchmark. So suppose that you have a model that predicts that every example is an hour. So what happens? These are the numbers you get. And you see, since the data set is imbalanced, you get pretty good numbers here for accuracy, precision, recall, F1 score. This is misleading. So you need to use a better metric for unbalanced data set. The best metric, as far as I know, is a balanced accuracy. And balanced accuracy is showing here that basically you have chosen, you have predicted every example as an hour. So it's very bad. This is the worst case scenario. And then when we apply all the test set, our model, we get this result. So it's much better. So as you can see, if you are using a multi-layer perceptron, that is a very simple, deep neural network, we can already get very good results. Now you can imagine those very, very deep models with those inception layers and so on. You can get much better. Okay, now the next example I'll just show you the model. This is interesting because what I have done here is just to treat the binary data like an image as if it was an image. So take a look at that. This is what we get. So these are our images. I get the binary and then I treat each byte like a gray scale and then scale it. So you get this information. And then basically we feed it to a convolutional neural network because convolutional neural networks are specialists in dealing with images. So the same problem in balanced and so on. And then visualization looks similar to what we have seen there. Pretty complicated decision boundary. And then deep learning. So this is our model, convolutional model. So as you can see, it's very, very simple. We have a convolutional layer and then there is a model selection here. It's about should we apply max pooling first and then batch normalization or batch normalization first and max pooling. This is also a holy war. Nobody knows what's better. But what you can do is to perform model selection with cross validation and then you see which is better for your kind of data. All right. And then so basically we have a convolutional layer and then max pooling and then another convolutional layer and then max pooling and then we flatten then out to feed to a fully connected layer for classification or in our case, binary classification. Okay.  I think it's still got some five minutes. I want to show you how much time I needed to train here. So 15,000 seconds, five hours, four hours. Not too much, really. And the results. So cross validations and results. Evaluation. Okay. So the bankmark also pretty good. Accuracy precision we call F1 score because they don't deal very well with unbalanced data sets.  And then when we use our model to predict using the test set, we get this. So also not good. But there are some explanations here. First because I think the main explanation here is because malware usually nowadays, they are all packet. So the content is encrypted or obfuscated. So what you are seeing here is mostly random noise. So you can't expect the algorithm to do much better. But still, it's a pretty good result. You could just, for example, add and step in your pre processing pipeline to unpack this. But this is quite complicated because each malware uses a different technique, different key. Sometimes the key, he gets the key online and so on. So it's complicated. And then finally, dynamic analysis. Dynamic analysis, I will show you the network called long short term memory. It's quite pretty good for dealing with sequential data. And all this software you see for speech, recognition, automatic translation, use this kind of network. So here I'm getting the sequence of calls, of API calls. See, T0, T1, these are the calls the malware does to the Windows API. So I got just 1,024. And then basically I do the job here of cleaning and then balancing the data set and take a look at this even more simpler network. There is a version. If you are running TensorFlow and Keras, you can use the QDA version to that runs much faster than the LSTM version. And then basically, this takes much more time to train. Your GPU will be burning there for some hours, really burning 90%, 100% usage for several hours. And in this case, it took about 29,000 seconds, 9 hours. And the results here of the model selection. And basically, you get our confusion matrix and then get the results here. You see, we got 91% balanced accuracy. This is a little bit impressive because our data set is small. And the number of features, I don't know, you have noticed that. But the data set has 1,024 features. And we used only, I think, 300 because my computer didn't have enough memory because we need to make a conversion of these features from categorical to one-hot encoding before feeding the model. But my computer didn't have enough memory for that. So all right. Now we can have an idea how you can apply deep learning from our detection and classification. That was the idea of this talk. So let me just close here. Can you see there? These lights? Okay. So, okay. And my research basically is about malware behavior. And I'm researching specialized data augmentation methods because the current ones, they just don't work very well with this kind of data. And also, specialized representation learning techniques from our detection classification. And this will lead improvements in detection and classification of zero days and polymorphic and metamorphic malware. And that's it. Thank you very much for attending. And, um...


This story starts back in 2014 when young Bryce Harper took Strickland deep in the postseason. This was the first home run of the NLDS. Bryce just kind of just watches it a tiny bit bat flips. I don't think that's anything that disrespectful. The next home run this word gets tricky because check this out. We have is it fair? Is it foul? Everyone's looking in the same way just trying to figure out if this is a home run or not. So Bryce is staring and watching it but it's not really in the glory of the swing. It's kind of like what is that as everyone else is watching finds out it's a fair ball. It's a bomb. It's in the drink. Paddle surfer makes an epic dive jump fall grabs it and then he just goes on so he's waiting. Is it fair? Is it foul? Okay. It's fair. Okay run. Uh so I mean did he pimp it? I don't it's I don't know but Strickland starts yelling at him and you can see him look at Strickland like what doesn't even yell in response. He's on the base passes. Strickland still kind of eyes him down. Then he yells at him in the dugout. Got all the security of his boys around him. Gives him a yelling.   Now he goes for an epic helmet throw. You at first when I first saw this me personally thought it was a bitch moved to throw the helmet but when you think about it dude just throw a baseball at him.  It kind of adds up in my head now. So anyway the helmet toss look at these faces and the flinch flinch flinch but the helmet as you can see here just slips from his fingers need more pine tarn the gloves Bryce need more sticky on the gloves but what it did was it got Strickland's feet in an awkward place. Look his footing is bad. Oh also this is the Buster Posey shot. Look at Buster Posey down there. Look how many people have started going. They're fighting and look at Buster Posey hasn't even thought about it. Now did Strickland tell him not to come out? Maybe.  Probably because check this out. Bum Gardener the angriest guy ever always up for a good yelling doesn't care at all. Look at this sprinting out to the Fen Strickland Bum Gardener no interest at all. I think that's kind of eye opening to how they felt about Strickland how they felt about this and all of that. So anyway here's the the helmet throw and he gets the footing all weak and loose and now they're actually going to square up and we got a multi cam look at this side by side John Boy media just crushing it.


And the celebrations are wild. She's doing the bicycle. We're back. Welcome back graduates. This is my kitchen. This is where most of the graduation... Ceremonies. Ceremonies go down, fully stashed up, available in store. Jaco, I'm feeling like we need to crack on with it today. Show me. I wanted to talk about how you downgraded to a small t-shirt. Oh, well, that's probably for another day. Q&A question. It's a great fit. September graduates, what's been going on? There has been the month of muscle-ups. The month of muscle-ups. So you're going to see a lot of muscle-ups. And yeah, let's get into celebrating these bad boys. Muscle-ups are a big one for people. I can remember the first time we were trying to do both bar and rings. And it is a definite, this feels impossible, type of moment. So you're going to see some... The celebrations is what always makes me feel warm and fuzzy inside. Keep me in suspense no longer, David. You were even present at one of them. Oh, there you go. There you go. Come on, let's go. Hit the jingle. There we go. You've covered the screen. Yeah, sorry, there we go. We can move ourselves. Anyway, September graduations. I thought you might cut that out. I think I'll leave that in. Show people how it really happens. So first up... Or just pause it. There we go. Note the set-up. Ben Brown from the virtual classroom. And one of the things I was saying to you before is, I love it when we see someone's like genuine first muscle-up. The actual graduation. And we've got a couple of those this time. As opposed to a lot of the time, people will wait till they can do three or four or five and they feel like it really comes with them. And then it's like, right, now I'm ready to graduate. And that's cool also, because as we said, it's when you feel that you're ready for it. But Ben Brown, this is his first... He's done his ring one recently. He's a workshop as well. Great guy. Yeah, well deserved. But as you can see... Boom. Get it. Get there. He's also wearing... He's got a school t-shirt on. But you can see... I'd like to have seen just a tad more of a celebration from Ben, maybe giving it some big licks. But his message sort of said, it could be cleaner. Everyone says that about muscle-up. I still say that about mine. But he comes over the top. He doesn't go one side than the other. That shape that he gets into there in the truss and both arms have gone through together. And we talk about the importance of being able to pull till the bar reaches your sternum. And that's where you can see why. Once your bar gets your sternum, gives you a chance to get into the bottom of a deep bar dip. When we pause, there you go. Is it at the bottom of a dip or is it at the top of his pull? Yeah, the easiest bit of this is to make that easier. It's just get faster pulling higher. The higher you can pull the less range of movement you need to be able to work through when you get to your dip. So you basically transition higher because the last little bit here where Ben, you just have to fight for getting out of that bottom position. If you caught that a bit higher, because you pulled higher, it's going to be easier. But these are the things that's great about calisthenics because you've always got something you can do to work on. Just move these things forward. Put a bit of polish on, but I am proud of you on that one, Benjamin. I've noticed that he's got his weighted vest here. So he can do a little bit of power working on some weighted pull-ups and then some speed work. As Tim mentioned, he's got his green band down at the bottom and he's been doing some mobility work. Combine your strength and your speed to generate power. Get powerful. Pull fast. You're going to get high. You know what I say, Jaco? All the gear, in this case. All the ideas. Right, next up is a special one. This is Frive from The Retreat. I'll let Tim tell the story of when she comes up. So next up is Laura Clark. There we go. And you can see Tim look in the background. There you go. Looking good, Tim. She even dyed her hair the colour of the school. Laura and Darren have been engaged with us from right from the beginning. They've been on three retreats. They've been to Marbella. And Laura's had this muscle-up in her impossible box for the last two years, but she has put a ton of work into it. And she came to the retreat and I said to her, in our one-to-one sessions, what do you want to work on? And she just said, I need to crack my muscle-up. And she was sort of, I think, there's a little bit of magic dust at the retreat, isn't there? I'm going to take all the credit, but what we did was basically just start to troubleshoot around. I got to show me where she was at and we just started to play around with this position because she was so, so close to getting it. And all it took was one cue. One thing she wasn't doing was basically on the rings pulling high enough, but then remembering that this comes a point where you've got to shift that force downwards so that internal shoulder rotation, just to give yourself that opportunity to shift the elbow on top of the wrist. And someone will sit there and go, well, of course you've got to do that, but that's not always the case when we're doing callus. I think she sometimes needs somebody just to give you a little bit of context or tell you the one thing that you're not doing because there's so much going on. And Laura's done an incredible job on this. So she's got a ton of sense. We'd seen before, pulling high enough, comes with pulling up and pausing at the top of that pull with a good false grip, dipping deep enough. And she just wasn't piecing it together and I guess it was the difference of having, and she said afterwards that having Tim there just one-on-one for it wasn't even, it wasn't like this wasn't an hour later in position, it was maybe 15 minutes into your one-on-one. And you just found something that you noticed that she was missing and it just made that connection for her. I think the one thing, just before we do it, it's like you often talk about pulling high and pushing the bar down. We don't always talk about on the rings because you've got that space in between. So just to go to show, sometimes you just need a little bit of support. Nice false grips. Celebrations are wild. She's doing the bicycle. Look at that. Super happy. That was actually sort of Laura's weekend made. And I think especially anyone who knows how much time that's gone into sort of achieving something like this is, we will appreciate that. And we will also appreciate it's my celebration. We say it a lot, but then that is the reality of it. We say that the longer the journey and the harder it is and the more struggle you have, actually the richer the process and the richer the enjoyment afterwards. And you see that there on a face in a celebration. It was a place to be a part of that as well. And so to reiterate that point, if you're someone that is pulling high and dipping deep and you're just not piecing that together, maybe you're not actually applying the force and the transition downwards, transitioning from pulling force into pushing force. So that may be one for you to help you redefine your impossible too. Are you not now absolutely gagging to go, speaking of high, Tim, is Sam high? That's a jack-o'-joke. I hadn't, you've done that one. No, I didn't think about it. From New Zealand, I believe. Wait, wait, wait, wait. Think I love how this is. Right, people have problems in the gym sometimes with low ceiling heights. No problem, Tim. Take a bit out of the rave. I actually did that in the National Performance Centre of British Paris, swimming in Manchester. You had permission? No, because I'm an original rebel. So Sam comes in strong body position. Boom, flip through the roof. Straight up. So you can see the... That came through quick. You can see the speed of that lift and how high he gets. Some of it created by the momentum of that starting position and movement of the knees. So if you were to make... Not for the purpose of making a comparison, but just how Ben perhaps didn't, in the first one, they move as fast, but he kept his knees in a straighter position. You just see the difference here of how those legs are helping. Fine, you can decide whether you want to do more or less of that, that's totally up to you. But you see that the speed that's created because of that, how high he gets, is almost getting the hips to the bar, and then that transition is an awful lot easier. Now, the same we talked about the principle with Ben, to be able to get higher is about creating power and pulling with speed. Or if you want to be able to get that high for Sam here, without moving his knees, if he does, up to him, then he needs to do the same process. He needs to develop more power, and that's just a bit of a difference between a kipping muscle-up and one that would be described as a strict, and again, Jaco says, you choose how you want to move. If this is a great example of a muscle-up, the difference is that you just don't necessarily in a strict muscle-up push your hips into this position where you're almost parallel underneath the bar. But again, it's a nice little controlled muscle-up. The shoulder's going over at the same time. It's got control of the movement, so we make that as a happy movement. The biggest thing to try to make sure I avoid is it's the position that the shoulder's getting into as you transition through. Keep your shoulders, that human head, in a good position at the joint. Don't get one arm up and one down. Don't just absolutely right through the shoulders from the socket. Those are two things to avoid. Very good, well done. Next up now, I was thinking you could have a go at pronouncing this one. Rodrigo, Pareta, Azumendi. Can you probably about that? I think you probably need a little bit of accent, but that's the first one I've seen it. Rodrigo, Pareta, Azumendi. Boom. It's your time to shine, son. Oh, it's coming off hot. Nice. That does help actually, that last little bit of walking. We've used that with people before, is actually approaching the bar with a little bit of momentum. It actually allows you to start to get in that initial first pull. And the second rep for muscle-up is always easy in the first because you're operating with a little bit of assistance from a stretch-shortened cycle. I think there's a lot of people struggle with the set-up position because we're so used to just being up and down underneath the bar for our pull-ups that actually we don't get that sort of 25 to on the clock face. We're swinging there, but he's getting his body past the line of the bar. And again, if he wants to take out that knee shift in that position, then it comes down to developing more power. But that was, you know, it's a nice, fast pull, gets over the bar nice and smoothly. Yeah, the difference here is you're going to go underneath the bar into a set-up position similar to this. And if you're going to just go more pulling power jack, as you just body, whole body should move on a line in that direction and then transition over. The difference being when you want to start to use the momentum, you use that swing, you drive the hips and the knees upwards, up in this shape here underneath the bar. And then you're just going to basically roll over the top of it as you come through. And the principle is the same. The knees are driving up on that diagonal to help with that, just proving that that is the position, the motion that we want to go in. And then, you know, for a lot of people, the most important thing when you're trying to redefine your possible muscle is breaking through that, like, barrier. And sometimes it's a little bit mental as well as physical of getting past that top pull-up position, really getting through into a transition. And once you can do that, then you can worry about whether how strict and no movement at all that you want to make it. But it's going to be very difficult to do one for the very first time without moving your knees or hips at all. Now this gentleman has been on a journey with a human flag. We said it was a muscle-up month, but just throw in one little juicy human flag. Todd Davidson. Todd's been part of the virtual classroom. He's engaged with us plenty on social as well as a strength and conditioning coach. Also got some decent number on his powerlifting. He's like, he's big into that. So he's strong. And what I was pleased with for Todd when he went through this process was he understood the transfer of his basic strength. So I remember seeing some messages of he hadn't been trained in the human flag, but just from a general strength perspective, he could produce enough force. And the real connection for him was just learning how to apply that force in a specific movement pattern, even though he hasn't done, probably by his own admission, a huge amount of like isometric hold of 10 seconds. He just basically was a strong guy and he's just rewired a little bit of how he produces force in this pattern. And he's now got what I'm expecting you to show me, Jack. Hold on a second. You'll see that. We haven't even rehearsed this, but you'll see that he gets it on the second attempt because obviously that pattern is still relatively new. So he'll go up on this first one. He's trying to make sure he gets that shoulder through nicely, comes up into it, and then comes back down. He sort of had it for a split second, but coming down, you're thinking, oh, actually, that wasn't very long. Can he actually hold one? And it's like, I don't know. Let me just make sure I make that connection right. And then this time, shabang. Now as it makes, and you can see that connection happening and then boom. And the bit for me about that one, where the big difference is, is what he remembers to do. If you watch it, it's real subtle. Whereas he kicks himself up, watch his bottom shoulder here. He's just going to bang that into shape, and it goes boom, boom. You see that extra little movement there. He just kind of kicks it in, which I'm guessing if we were to go back, I'm going to guess. The first one. That would be the end of the first. Because you talk about that bottom arm being the anchor. And he lines it up. There's a really kind of put a force on. Watch the second round. There's that extra little bit of like push away and rotation, just a smidge. It's just that bit. Yeah, you do. You see it. It's nice. Look at that. That's a nice long. Yes. And the celebration. Well, also a must have heavy month, but some great successes and loving seeing some familiar faces in the graduation reel for September. And loving the celebrations, because that's what it's all about. Including mine. I went hard. Yes. To be fair, you probably won the celebration. You celebrated more, I think, than Laura did. While she was busy above the rings.  But sometimes, as you know, you guys will know, you put skin in the game and we've seen people put skin in the game. And then we are as equally happy for them to really find their impossible as they are for themselves. Sometimes more. Yeah. 100%. So if you are on that process to redefining your impossible, we've shared plenty before where people haven't done their full thing. It's just a step towards that. Feel free to share those with us because we need to celebrate those wins along the way. I've had a lot of people saying that to us recently. It's those little wins that give us the motivation to keep going for the big things.  If you need some extra help, we'll always hear whether you can, whether you're watching on YouTube or on social media. And if you would like to follow some of the programs that these guys in the virtual classroom using and head over to the virtual classroom at schoolcasts.com. We can access all the movements of the classrooms as well as stuff that's designed specifically for beginners if you're just trying to get started. There's some free content in there for beginners as well. Nothing to say to him, is there? I'm just going to go and bask in your glory, not yours theirs. Congratulations. You've done well. Ten more. Until next month. Class dismissed. Yes! Come on!


Hey, Rafael from Argyr Sugar here, just checking if everything is working. Okay, it looks like we're live on either Facebook or YouTube, I can't tell which one. Your team are out of time. Okay, so I'm playing... Again, go down there. No, go down. I'm playing a game called Zero Hour. If you've joined me in my streams... Let's go down there! There's so much sword. And then so much sword.  Okay, so this is someone's defeat. I haven't played this game in like four months. Okay, I've already forgotten the controls here. Actually, no, six months. Hold on. So we're the terrorists right now. We need to select our weapon. I believe I really like the... But then you have to go really fast. Flashlights are very important. Armor, frag grenade. Armor, okay. But we need sights on our Uzi. Okay, okay...  Okay, so this is a realistic... Realism game. There you go. And I haven't played this in a year. Six months, six months actually. However, I do remember this map. So it's a very slow-paced FPS. Okay, I know that this is... Okay, okay. So we're gonna protect the hostage. Okay, alright. Okay, I turned on my flashlight. But it's not showing anything. So if they turn off the... If they turn off the lights... Kind of screwed. Oh, okay, so there are two people down under. Okay, two people on the ground floor. Oh, someone is repelling. Okay, somebody is tanking the... Someone's here. I hope I don't see anybody there. So far, it's like five against four. Hey, Anton. This is a zero hour. It's a... It's supposed to be a hyper-realistic... Swat-based game. Problem is, it's... When I last played it, it was a little buggy, but very addicting. Very addicting for what it is. That was close. Okay, I haven't played in a while. What's the... How to talk? How do I... How do I talk? Okay, okay. So we're now going... We're in the counter-terrorist phase. Here you need to get... For this gun, you need to get that, that, that, and then you need to have nice vision, definitely. Hell, though! People here get really picky, too, also with their teammates. Okay, flashback. Tell my wife, you can get at least two kills, then you can turn off the lights. But if you have no kills, then no... Use no light. Okay, so he's like... Oh, okay. Okay, so in order to talk, I just need to... I need to... I need to press my mouse button. Got it. I see us go with more realism. It is... Yeah, it's definitely more realism. Definitely more realism. So this is the intense. It's the intense part. Okay, so we go with the teammates. Oh, teammates spawn somewhere else.  Oh, shoot. Okay. You don't really have any good options here. I'm just gonna try and see and rappel. Kill the camera. It's on the floor below you, go down the stairs. I'm not gonna win this, guys. Got one. Ready, other... Okay. Hi, Mark Lewis, what's going on? Still not bad for a five-month, six-month-old, I got one kill. Okay. At least my teammates didn't get mad at me. All right. I guess we try to do solid gate. Oh, wait, what's this? Are we... Am I counter-terrorist? Counter-terrorist, okay. I'll stick with my gun. Okay, flashback. Okay, for a grenade. And then... Oh, yeah, we need to have IR sight. IR sight's very important. IR sight's very important. Okay, I think we're all good to go. Okay, so he's on the third floor. We tag it. Okay, so how do you tag? Ah, drop marker. Ah, here we go. There we go. Okay. Oh, okay.  All right, we got somebody with us. Oh, hey! They really changed the... Okay, this guy, I think he knows what he's doing. Let's go follow him, since I haven't played this game in a while. Let's give him cover. What's going on? Okay. I didn't see that coming. Well, since I'm dead, I'd like to... We'd like to thank our sponsor for today. Hold on a second, guys. Finally, my controls for the stream deck have changed. If you want legit windows, there are many options, there are many prices. Here we go. Windows need to be installed. But where if you want legit windows, there are many options, there are many prices. Here we go. It's good that there are CD keyovers.com. It's easy to order. Search for the software you need, add to cart, send it to their payment option. There's no more five minutes. Finished! There's legit working CD key for your windows. Use our code to get discounts. So if you're looking for legit, cheap, and original software, check out CD keyovers.com. Alright, sorry. Actually, my teammates are... We've actually been losing the past three matches. Maybe this time. Ground floor is enough.  Something's got a shotgun. I'm gonna try and see if I can work my way down. Okay, we got one. Nice! Nice. Our first win for the day. And I also got two kills. Wow, but this is the other guy. He's got like 13 kills. Okay, so we have an MVP. MVP is on our team. Alright. Oh, it's okay. Use an SMG. I don't think this is what you call an SMG. Molotov, C4. C4 is always good for this game. And sights, and flashlights. So, let me see. So actually, not a lot has changed in this game since I last played it six months ago. There, at least a flashlight is working again already. So, this game has a lot of potential. It has a lot of potential. Actually, another game that I really want to play right now is the new Call of Duty campaign. I really like the Call of Duty always makes their campaigns. Okay, let's see. Alright, so we got this. We got him there. So we're just gonna guard the hostage and make sure not one... Oh, shoot! Oh my gosh. Okay, obviously it wasn't smart to place myself there. Someone killed the power. Got him. Wow. He just came from that. Not bad, not bad. GG. Okay, let's play another match. Let's play another match. Okay, not bad. Hmm, I got three kills. I thought we were gonna lose that one actually because we just kept losing. Hi, Mark Lewis. Good evening. Okay, they're actually okay on it. So far, they've... Actually, they haven't changed much in the game. However, it seems to be more cinematic. They have this new... They have a new opener with this guy in the background. However, their problem has always been player-based. But then once you get into a game, it's really enjoyable. It's quite enjoyable. Please wait. I'll evade the server. Okay, so I'm taking a point from this game for just taking a little bit longer than usual. Is this going to be Starcraft? Or is this going to be PUBG? So as everyone's Sunday doing, you know, last week, if you didn't join me, I delivered a customer's PC, and I just want to thank everyone for joining me on that really long drive. Actually, I started late. Because I didn't have a Skyway pass. So I didn't want to be streaming at the same time getting a Skyway pass. It's kind of weird. Hello, Zero. Zero burn. What's up? Shout out. Like, I hang on game. Please wait. I'll evade the server. Okay, let's see if we can try and move this along. I was really looking forward to playing this. Okay, let's see if we can restart the game. Okay. Also, my hard drive. I'm actually having quite a hard time now with gaming right now because my hard drive is just full of B-roll for our videos. Like, I've amassed so much gigabytes of raw B-roll shooting for hardware sugar that I don't have any more space for my own games. And I noticed that the PC is slowing down. Game title is, well, here. Zero hour. Okay, let's do another... No, I don't want to click match. I want to pick my own guys. No! No! Okay, alright. Let's see if we can change servers. I think it's settings. Wait. No. Invite friend? No, that's not it. I should be able to change servers though. Career... I know if I press this button here at the bottom, it opens up like north. US, east, west, and stuff. A bit full. Okay. Let's see if... I think maybe... How do I change servers? Sorry, peeps. Okay. Yo, I want to change servers. How? I take it back. I don't think they really fixed all the bugs. Okay. Let's see what we have here. Maybe we can play a PvP. I don't want to... Yeah, here PvP. Bank heist. Okay, let's try that. Man, if we're going to wait for players to load... Damn. I'm okay just going one-on-one. Apparently I can report myself. I don't want to switch team. Switch team again. Yeah, okay. We're forming up. Okay, let me switch back. So... The videos I'm working on right now are one. I am doing a review of the Galaxy Z Fold 4. Just right after reviewing the... Sam, just right after reviewing the Asus Phone 6 Pro. Which, by the way... Wow, it was... It... It's... It was quite something to be using such a busy looking phone. Like I wasn't used to the non-minimalist nature of it. And then... Oh, here we go. We're going two-on-two. So, right now actually on my mind, like I was wondering... Oh, what tech... What tech kind of things do I usually upgrade every... How many years? So I think in the lifespan of myself, I realized that we actually upgrade a lot of things. Like first, there was originally the PC. But on the PC, ever since the beginning, you kind of want to upgrade it every four years. Like if it's a total... Like bare-to-bones... New everything. It's not just an upgrade of the graphics card. It's a revamp of everything. It was every four years for me. And then for cell phones, I upgraded every two years. That seems to be the thing. PC is every four years. And then cell phones every two years. And then after that, you have tablets. So I began wondering to myself, because they're making so many different kinds of tech for different purposes, they're really encouraging people to buy more stuff and to upgrade at different intervals. So if you're not going to upgrade your PC, for instance, this year, you might be looking to upgrade like your watch. Hold on. Ah, flashlight! Do I get a flashlight? I forgot to put sights. Alright, it's okay. Okay, so it's three on two. Where are we at? Oh, garage. Okay. It's the garage. Oh, shoot! Oh! Damn. Okay. I got totally wasted there. I Bentley. I Bentley. Yes, it's called Zero Hour. It's actually quite inexpensive. I think it's like only 200 bucks on Steam. And the graphics are quite acceptable.  I shot at a car. I thought it was a person. Yeah, it's like Rainbow Six Siege. This is what Rainbow Six Siege was supposed to be like, until they decided that, you know what, let's make the characters all like heroes with special abilities and then make them wear goofy outfits and stuff. You know, to just sort of copy what people were doing. Actually, you know, what I really liked about Counter-Strike before was it was very formal. It was very formal.  And now, it's pretty cool. Everyone makes their games look, have these skins that look like a clown. So, it's customized to look really like, it's like a party. And it takes you out of the feel of, you know, a serious game, which Rainbow Six was supposed to be. And then finally, so people got frustrated with Rainbow Six Siege for being so not, you know, SWAT-like that people decided to make games like this. Actually, there's a military shooter in World War II. I think it's called... No, there's a modern military shooter called Arm, I think. This is what this game is based on.   Oh, he got flashbang. He's gonna be rushed in. Where's he gonna come from? Where's he gonna come from? Oh, there he's at. I think that's an in. That's a bulletproof glass, though.   Nice! Toasted him, man. Toasted him. Okay, okay, relax. Relax. I think he needs to kill, like, two more people, at least. Newbie in first one, first vault. Oh, you can check out the cameras, pa. Okay. Kill him. The problem with this game is... Oh, there it takes really long. I'm watching Mors, Inc. Oh, there he's at. He's on the first floor. Oh, second floor, palain. The problem with this game is the timer is really slow. Newbie in second floor, as true. This guy is really impatient. He's actually tattling on his own teammates. I'd be stressed out if I was this newbie. And the problem with this guy is... There's not a lot of players for this game. Oh, boy. It's gonna be a while, then. Oh, I hear... Oh, I hear him. Can we see them? Nope. This guy's a bit exposed, though. Aim downside. Oh, this guy's also somewhat new. Oh, he's on the top floor. That's why. The audio is a bit off here. It sounds like he's really right next door, but he's actually a floor above. Evidently, this match is gonna... There's no shadow in this character. Maybe I have to turn off shadow. Alright, missed it. Sorry, guys. I wasn't looking. Alright. We have a full team here. I'd say it's 5-1-5, usually. Okay, I don't remember, but it'll go. Let's go with an AK kind of gun. C4. Definitely put some sights on this guy. Okay. Vertex Gen 2. Rails Flashlight. Suppressor. No, wait. I'm gonna go with a compensator. Fortify the area. Okay. Where are we? Ah, there's a basement. No, we spawned in the basement, but the guy's actually on the top floor. Oh, hey. I like this. I like this site. I like this site. So, while everyone's there, I'm gonna be up here. Hostiles are moving in. Oh! Ah! Okay, I don't know.  I just exposed myself on the glass. They're repelling. That was a fat. That was lame, dude. That was lame. Third floor, Therese. Entered. Two of them on the roof. Three of them on the roof. Jumping down. Two of them in the third floor. Three of them on the stairway. Oh, they killed the camera. Oh, they haven't. Three of them going down. They're going down the stairway. One on the second floor. Nice. Let's see the action here. Okay, there are only two of us left.  He got fudged. I think there's another guy up there. Hi, Liam Magnaia. Good evening. Liam Magnaia, what games do you play?  Are you also into tactical FPS? I'd like to think that as a gamer, I'm very versatile. Like, I can play MOBA. I can play RTS. I can play FPS. And I can play also slow-paced games. Slow-paced games. I guess the one game that I haven't played in a long time, the genre, is RPG stuff. Oh, I think he's gonna... He's gonna... I think he's going to... diffuse the bomb. Blue stars. Oh. Diffusing. Aye, a lot.  He's gonna be able to diffuse that. Got killed from a crossfire. What a way to go. Alright, come on, come on. That was embarrassing. I didn't score any points. I didn't shoot anybody. Come on, I actually had a good gun. Let's do it again. Hi. I had good sights, pa. Medium armor or C4? Medium armor and a grenade. Okay, I'm good to go. Let's do this. We don't want to end up there. Excuse me. You don't want to be stuck there, man. If they throw a grenade in there, you're dead. Shit. Someone's repelling. We have five minutes to... hold out. I'm not sure... I'm not sure how... protected this wall is. This room. Ah, okay. Okay. I think we're in a good position here.  Shit, we're so exposed now. We're above. I really walked into that... that glass. I should have just stayed put. When in doubt, don't move, guys. When in doubt, don't move. I was doing better in the last game. Hi, Leo. Leo, say it. No, this is zero hour. As you can see, it's much more serious. Oh. One guy on the second floor hallway. It also takes this game a lot more serious. Two of them on the second floor. One of them going down the staircase. One guy at the main entrance, gone floor. He just entered. Nice kill. Nice kill. There's another guy right near where you just killed that dude. Shit. Oh, that's a... Oh! He just totally saw that flashbang happen. Great job on that counter-terrorist. Great job on that counter-terrorist. Oh, man. Now we're counter-terroristing just two people against four. Okay. All right. Okay, this is where I'm gonna redeem myself for the team. Underground panel, I think, is the best way to go. Hi, Revenjan. What's up? Revenjan, I need you. I'm playing a serious game. Use the planet table to find the bomb. All right. How do I... Okay, there we go. So, it's in the basement. Deploying in 10 seconds. I'm going to... Where's the deploy? Ah! How do you deploy? Where does he deploy? Okay. I'm gonna... I'm gonna do the underground tunnel. Located. She's the bomb. Yeah, okay. When in doubt, go slower. I thought I put a silencer on my gun. Why is it so noisy?  There really is someone there. Where is he at? Where is he at? Come on. Try to take a... He's there. Over there. One down. Hey! Hey! Oh, man, I just pressed the wrong setting. I could have had him. Oh, what's my teammate doing? He's running away. Oh, wait. I have more than one teammate. Okay, very good. Good job. Good job, P. Good job. Good job. Sorry. I had it. I just pressed this weird setting. Then the menu came out. Ugh. I wish I could turn off the lights though. What did I press? Tab? No. I think there's a game called Left 4 Dead. Now, if they only just modernized it, like if there was a new Mo-Left 4 Dead, that'd be really great. Where do you want to rush, guys? Where do you want to rush? Okay, let's... I think we should kill the lights.    Dude, they know! They know!   Why are these guys all hanging out there? I got one. There's another one here. There's another one there.  That was a teammate. Sorry. You're clear. Sorry, I hit you. Oh, wait. How do I make a call on... Oh!   Where'd that come from? Left 4 Dead 2 is still very popular, but... I think my cell phone died, guys. Hold on. Take a break. Hold on. Yeah, he said... Ah, I'm dying, camera. Take a... Take a... My cell phone died. Hold on. Let me see if I can get the Fuji up. Hold on, peeps. I'm still just fixing up the camera. Okay, just changing my camera. From droid cam to Fuji. There we go. Okay, we're back online. My face is so big. Hold on. Okay, let's make me smaller. There we go. Okay, let's fix my screen. This is... You can make this transform into a fit screen. There... Ah, there's one in. Okay. All right. All right, so they're leading by one. Okay, we can do this. Five on four. Yeah. Smoke grenade. G. Okay. Whoa. Ah, yeah, I just didn't charge the S21 properly or anything. It was... S21's doing well. Actually, what I really want to buy right now is the... It's the Fold 4. But I think I might need to wait... You're going in 10 seconds until I get a good deal on it. Shit. Where are people spawning? I want to spawn here on the top. Located. Oh, okay. Everyone's here. Okay. You know what? I'm tired. Let's set some of the... Let's set the veterans moving. Because they all have better... They have more kills. Oh, wait. Don't worry about it. I'm the second highest veteran here with two kills. Can you see through? Can you see? Oh, yeah, you can see. What's this guy's name? Cage. Cage has no kills. Okay. I'd rather follow someone who has...  I wish someone told me that they were going to bring up the... The armor. See, Morse 1 Nick has a pistol and a shotgun. So, why isn't he switching to the shotgun? It's going to alarm. Yeah, that's what I thought, Reverend John, about... About Todd. I think it's also too delicate at this point. That's why I'm willing to spend on... Samsung Hair Plus. Which is Samsung's insurance policy. Because anyway, if you... Like, I'm going to preempt and let you know what I'm planning to do. Because I might go to the States this December to visit my sister. And the deals are great. Like, you can trade an S21 Ultra, my phone, for 105% of its value from the time that I bought it. So, I checked my globe. Like, if... I bought my S21 with my plan at 44,000 pesos. How's that? And then if you trade it in the US, Singapore, and in the US... Oh! In the US Samsung website online, in the States. How the trading value becomes like 50,000 pesos. So, it's a no-brainer for me. The Americans want to give me... More than what I paid for. So, I actually profit from trading in my phone. Okay, a normal... Normally... Oh, that was an excellent shot. Normally, you can only trade in half the value of your phone almost immediately after you buy it. Because it's secondhand. In my opinion. So, it's a really great deal. So, if I get the Z Fold 4, I did the math. If I get in the States, it will only come out to 40,000 pesos. And that includes already the trade in. So, essentially, I didn't pay for the S21 Ultra. I just converted it into the Fold 4. So, if my plan is to keep the Fold 4 for two years, then that means the S21 Ultra and the Fold 4, the only thing I paid was 50,000. 50,000 bucks for two phones for four years? Still, yeah. And I think if I wait till next year, I won't be able to get the... I won't be able to get 110% of the value of my S21 Ultra anymore. No, trust me, Revejan. I have checked it over and over the past two to three weeks. Go on the... Type in Google Samsung USA website. And then after that, select Buy Fold 4. And then after that, select Trade In. S21 Ultra trades in at $850. See, I even remember. And then after that, in addition to the trade-in value of $850, they even give you an additional free B of $200, regardless if you're trading or not. So, that's immediately $1,050. And then I have an old iPhone 3G here, which I don't use anymore. So, that's an additional free 150. They won't even take my iPhone 8 Plus. Here, the trade-in value is only half the price. Back home, here in the Philippines. And even in Singapore, I also checked Singapore. Trade in... Really? Fortify the area. Look at this. I got a weird sight for my Uzi. What am I going to do? Am I going to snipe with an Uzi? No, I'm not going to snipe with an Uzi. Okay. Where's a good place to make Bantai? And then just pop out. Just sit right here. I don't hear any movement. I think they decided to just take the basement. Does anyone see anything? It's really quiet up here. Oh. Someone in the garage. Well, I'm going to do more than just let you know. It went well. I'm going to post it. I find it really fascinating that the American trade-in values of cell phones are so different from the rest of the world. It's not even the state. It's not because they're a first-world country. It's not that. Even Singapore has the same trade-in value. I want to compare it if the UK also has the same thing. One in the very top. He's in the roof deck. Watch out. He's directly above you. Whoever is that guy is at the roof. Oh. Nice shot. I think he's dead. Let's go and do some damage. Loaded. I unloaded my entire Uzi. Second floor hallway. Actually, I think the reason that's why I'm not doing as well is because I keep treating this game like a fast-paced shooter. I've already forgotten. I have to be really patient with this. Still in the second floor. One on the third floor. Oh. He's dead. He's dead. There's a guy who's dead in the hallway. Also, the enemy has been neutered. There we go. This is a GG. This is a GG. It's like it's first-of-four. There's another one. SKS. SKS time. That's a new gun. Conference, though. Fortify the area. Whatever you say, Phantom. This is a very exposed... I mean, discarded. It's okay. I'll make Bantai the hostage. There. I'm hidden behind that. There I am. You can see me. I'm in that bar. Dude, you're so exposed there. Oh. Did you see something there? I think I saw something right there. I'm scared. I don't want to... Oh, dude. No. There's nothing I can do, man. There's nothing I can do.   You see that? I saw a gun muzzle. I saw a gun muzzle in the hallway at the end. Oh, yeah, that is. That's so right. That is so a gun muzzle. SKS has really low rate of fire, guys. Yeah, I'm just... I need help over here. Guys, come on. Come on, Rad. Come on. Didn't you see that? I hit him, like, in the neck. The hostage. Can you see? Oh. Oh, you can see. Oh, what a... What a sneaky... Sneaky... Sneaky, dude. Sneaky. Oh, my God. Galing, galing, galing. Galing, galing. Oh, my God. Such a sneaky hideout, man. That camping. That camp, dude. That camp. The problem along with... This is kind of unfair because the hostage, if you shoot him, it doesn't kill him. So, it's kind of corny. So, that's why it's so easy for him to just shoot. Because, yeah, even if you hit the hostage, nothing happens. So, you can just spam a bit. Oh. Okay, I think we're out. The Samsung Care is, like, Mahal, it's like 9,000 pesos per year for Fold 4. You know, I'm very careful with my phone. So, I don't think that I would have gotten Samsung Care. Like, for you, I think your S22 will try. I think you're okay just as long as you get, like, a really good case. Like, a Spigen. But, actually, you know, I really, really like the Ring K phone cases. It has a really nice grip to it. I made a review of these, maybe close to two years ago, on how great they are. What case did you get, Revenjan, for your S22 Ultra? Okay. This... This... The problem got really... It got disconnected. I was trying to end the match there, and then it... It decided to kill the whole thing. Okay, so, again, we're switching games, guys. We're switching games. See, I just wanted to try something different. Now, we're going to go into my usual relaxed mode of Starcraft 2. These are unsaved. Do you want to keep them? Save? Sorry, for all the technical difficulties going on. It's been a while since then. Oh, I think my dog needs to go to the bathroom. Oh, Reggie! Reggie, after one game. Blompeeps. I'm just putting on the SC2. There we go. Just fitting the screen. Oh, so... Transform to... Stretch the screen. Oh! My head is going to explode. Soundcheck, soundcheck, soundcheck. Wait, did I get my iPad yet? Yum, we got a game. Hi, Christian Espinosa. Thanks for joining the stream. Sorry for the technical difficulties. The game I was playing 0-hour decided to just quit on me. And now my dog wants to pee. So, I'm having a hard time deciding how to do this. Okay, I'm going to do a really quick... I'm going to do a quick rush. But at least, according to my YouTube... I lost also the chat on OBS, so I'm just looking at YouTube. If you're applying to my YouTube, I can see it. If you're applying on Facebook... Sorry, I don't see it. I'll show you guys my dog. This one wants to play Starcraft. Let's build a supply depot bagel. My dog Bagel is turning 15 in January. She has a lot of cataracts, but she likes to walk. Sometimes she shudders a little bit. I know she wants to go to the bathroom badly. You hold on tight in a bit. Battlecruiser Russian and we'll go. Okay, Terran, Protoss, Protoss, Protoss.  Oh, I'm sorry. I made a hole. Big job, huh? Okay, so... Okay, that was nice of him. What's he doing here? Oh, this is interesting, guys. This is interesting. Orange is going to lift off some Battlecruiser... Lift off two Barrexes over. Okay, if my Battlecruiser rush doesn't work... No, it's game over. Oh, I forgot to build a factory. Oh, no. Here we go, here we go. Problem is, I think he might see it. I think he might see. I don't know if this is going... That's a major gamble, guys. That's a major gamble. Oh, dude, he sees. He sees. Okay, we need to... We need to put a bunker here. Take a hold on, okay? We're going to go to the bathroom after this. I'm going to go to the Battlecruiser rush.  Okay, we need a star port. Oh, nice. Almost there, guys. Okay. How are you doing here? What's he doing? He's just going to let these burn? Oh, I guess Cayenne. Okay, not bad, not bad. You just need to hold out. You just need to hold out. Let's go, brother. Okay, supply depot. Okay. I need... Okay, we're doing good. We're doing good. I wonder... Come on. Yamato ready? Let's go, Battlecruiser. Battlecruiser 1 is going to come out. Okay, then get Yamato cannon. Okay, go. Promise, we need a... Engineering bay. Yeah, this is already good. Battlecruiser out. Ah, Tagalpa.  Okay, we're going to be supply block. Okay, here we go. Okay, Battlecruiser out. However, I don't think it has Yamato cannon. I don't think it'll have Yamato yet. Gas. Okay, let's see if we can do some damage here, guys. Purpose out. Here we have Yamato cannon. Go. We can just deal damage. We're good here. Oh, man, I don't think he even notices. Oh, shut, get out! Oh, yes! Oh, it just made it back with 26 health. Oh, that's close. That's close, man. That was close, guys. That was super close. Yeah, whatever. Shit. Okay, let's mop up. Mop up. Okay, moving out. Let's go. Upgrade, complete. Insufficient, best beam gas. Target fired, SEVs. Okay, get out of there! I'm dead. That was close. Maybe, ah, yes, I think he's going to quit. I think he's going to quit. Peggy, hold on a second. We're almost done. And I wish she could have peed Kanina. Peggy, hold on. Stress, guys, stress. When you've got a dog that needs to pee, especially an elderly dog. And you're winning your battlecruiser rush. Okay, we should make this a... Insufficient, best beam gas. Okay, let's go. Let's do this. We need gas, guys. We need gas. Let's just go straight at... Okay, let's see a motto of this guy. Fire. Okay, let's finish this game. Okay, we're just about...  Our ally's base is under attack. Shit! Let's take this. Let's take his base.  Our allies' base is under attack. Oh, my God. I can't believe we lost this match. Our allies are being attacked. All right. GG, guys. GG. Wow, that was really disappointing. Man, I thought we had that. See you, guys, in the next stream. And stay tuned for our latest video. Actually, we're dropping a video almost every day now. Okay, guys. See ya.