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Keep stacking my friend !!! Don’t stop !!! We both going to be rich !!! | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKVHpzLUl2Zmx1SU1kQVFfN2VRSGZZbjZsMW5YZUx0Nko5U1JKNzFVSXFlWmJ4eFFZVVhoZWY1TjFrM3pUZlR5eHFCVU5VdEMxR1VvUUpuT3M0NXlDYlJsVExqQlJFemtqdVNMUlB4WWtaZ2c9 | Z0FBQUFBQm9FZ1VKZDEtdXdUQ2paUDBqZ09hX3BWSnBjTlMtMUozdGgwOHNxOUF0UF9pTF9jbGMxVkpXREdYLTVpYUVZckhRSDI5RG8zRmhIblJfREw3VmZQVlZQbGRMdkZyd3d1RmFLZWNBZC1wWTlMZUlGNFhfdkU5T2pKdV9UUGt0UnVoMXFxQWlnZmVaZUhjbTA1Y3Y0Q3h0NFBqbmExZ1d5VktKWURKY1RBRlFzc1dkdjV4S3ltVVVqakJ5NDBOQ09mdW9vR3NJS2JrM2daZ0hMMzlvcVhOX2xwWGFRQT09 |
Give me suggestions as a beginner in data science field | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKQzdfTmZuVklqRHVTU1lHZEtVdXNEVEpGZ18zYzgxTVhVWk5qODJQSHJqMXdwaXRCOEdvWjVBb1JGajBhNTRnVk9oN0gwN3JYQ1VzMVhnWlVfTU5BV1E9PQ== | Z0FBQUFBQm9FZ1VKZjltUnQ3Q1BXdGh6MWJBOXV1M1lCWm1obWRLZHNwdnJxN2ZVZld4ajFlRlgyVndackcxMXVUZUNFLUdzUmxvMkdtU2JZejRjcjI4N2hyMzFUQVROUDdtREVNVHFYdW9YZ0VJUlBJNUdHekNLb3ZnVVBQc09ONF9QbWFqak9sZmRUX2Q4WkMyZjVlempyTHBsTzMtR1BobFp5dkZnajNrQVNuQUlVOG4zaC1Yd0hEZUQ4OWN6VFM0ajhFc1ctWTdYWXJOcXdPWEtnQnFFeFNTaUxyT1RtZz09 |
Which wallet app you are using? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKWlVrVDZFdTR5N0hJV3ZOY0lYQXF0c2VUWE82czhaNzlQVm5INFFyZmVZaDNiLUxfUjNhazNKNjQtVF90RElSVW5XV0lGVldlZXdXeVVZWW02WXdnTEE9PQ== | Z0FBQUFBQm9FZ1VKeDVYYm41ck9hYWVYSVRNcmIxaDlNczBDXy1sQXk0WllZNUtYV2xkSVp6UXFWU0NZQTQxNHJfLUx2blJJakV0ZVFzR3c1TjRQX3ZNQ09YbnV0YThTalBZbE96WVJXSG9sVXRzZzJQX1ZRYTRLTW1xT2xDXzk2dEZyaXZCQkNNZEdPVDVMVGs1aDRwWFJSVl8yU0l6UlNVX1NGOUV4T1NCR1h6YVM2Mm5oZEF5VU80QU0xdXpTUWZRV2duaXZZaTFwSlh6aXNtMmNINmRoRjlEOVlyUTFIdz09 |
Thank you for posting in /solana thread!
We appreciate your opinion and are excited to hear your thoughts.
In the meantime we kindly ask to keep price and trading conversations constructive and posted ONLY in the stickied weekly thread:
https://new.reddit.com/r/solana/comments/1go9qh5/weekly_discussion_thread/ | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKSXlTWnlsSlJ6cnpDTkc5UnpDcVkyT21mNW9tVjVhcE5UdHB2Q0pGN1ZfZkR3a1IyajVrWHJ1cVlSRmNrT29LSUZRbzQxM0ZrQ3hYb3BXeTZEUm5oc2c9PQ== | Z0FBQUFBQm9FZ1VKRENlcFZ6ZGFCVkRZMm94TkYtSTVNRnNHd08xVTBHNk94dEFSc2ZlVFdjU1RzN2xKNjZ3Yk4xSjREaUhTMUJ5b2FndXUwd0NSLTZqaUM2WkJyWkVueWFlNmRfeUJhTlFEYlg2VTZJVEVLczdoQndJd2tpem00VEhpTXREall5UURFSkxvNmxadExQVzdHVzA2QVU2RllqcXNjRE94czhmbE1IYWxIOWZYWXQza09TNXlzbHRBNk94dXFlczVERjktU00yZGhzQm1PZ2hGandkMHR2Y1VlZz09 |
Promoting of Telegram groups, Discord servers, NFT projects, newly sales, IDOs, referral links, meme coins etc ... is NOT permitted on r/solana, therefore your post has been REMOVED.
If you want to ASK or TALK about Alpha Group, NFTs, meme coins, promoting your referral links ... there are other subreddits "Unaffiliated With Solana" dedicated to NFTs or Meme Coins like r/SolCoins or r/SolanaMemeCoins (Use Them At Your Own Risk).
Thank you for understanding. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKTnQzanlOSHpVdXJXNmNnZGFUMUo0TmgwSlFyOGlPOXRMaTUxcmo4YVRfVzRVM0dIMWhrU21aaGlPLVlRXzlsR2ttWnZzaXZrTHlWQl91U25JamozREE9PQ== | Z0FBQUFBQm9FZ1VKOWUzWDVRWXMzb3h0S0tTMGdqa095R2dtQk5BSGN0Y1JEMEpnd25MTElkU01RbTUxWVJPdVVXMnpvOTRBSWtHeTBQNzB4Ri0zUUFPQ0RPQk9rSkdnV01uU0o5WGFuVUFKXzY2eTMxZlFGV193SmhWUFpldTc0ZnNFbmJxSkNnSDBKRVFjQ0F2T1FJVlBfY0pEekUtWGdzZHhnSndGUWxxTF9KTmFid3dteHAwT0E1T3pUWUFucC1JWGlwZEhRNkxBaDBfZEVRcU9UQk14LW1FQWhMTk9JUT09 |
Statistics can be manipulated, so verifying the data and methodologies is crucial for informed decision-making. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKNUt4aHBxd3ByUENrNXhycWU5d2RBQW5DQXhOMnd4M213SkwybVpZTWJ1Q2R1WGhtSk9lTVVERnVjNm14SFU0SDdja2M3cVcxQ0xuU0Nxdm4xRE55X2c9PQ== | Z0FBQUFBQm9FZ1VKTlFxbzFQVTdDN0VRY0QxUkFYLVdFdTRIOVI5MlNRaG1ib0hXNXNaR1MzNFNEZi10WERGaEM1cEt5d1NYWnliZEQ0cWZYNEpoQmxfREYxZzJHbmdyRHdCTEdXR3JSZnU1M2RXLTVEZF91djViY25MWmxRa3JwN05jaWtJcEhEcWZ1ZEhhSHNEZmEtWWZFYUtsOUx5N09IMkFqR3MyckFDLWhRU3RvRUFjNVZKNWNzdHlTWmIwNVJtQ1U1Z25GR0trU0tCUjhFVkF1Z0t3YjkwLXhJa2Q5QT09 |
I think you can already link a dataset and prompt a question like „what feature caused the increase in price“. The LLM could even explain how it came to that conclusion. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKSGpUUDNCVU1tck9CbGtyR0d6MDF0LTVaNHhzd1IwaVNqby03R3B5VUZLTFUzOFJoQVVHdGR5b3ZRSGJDemR6UzhmR0MxQjFoeU5EdmJRVzB5dVNtRnc9PQ== | Z0FBQUFBQm9FZ1VKM09pM095UlpVYTlFdEpPbXV1bzRVV2hidGJMamtmaVU3LThnVGpTQTM3c3RNZnlVQ2ZlT3RvV2ZRS1ZVS1ZmTFpZTEJlNEJEOUdJZWM1LXFmWFlSeXQxSTR3eWU4WXQ3X3ZKZzVGMUFEeVktVFVSRVhBdU5fc0R1bWR4TFBtU05JcDFSRUNERnA1RUI2bUlMQTBfM2ZnbDB5UC1wTUxDeXRFbm51T3U3SzFwNE93bEtFdy1HRG5NM1daNHNpTjNHYXVmU28zMmNFYmNicXFRTmhoQUhadz09 |
Missed that boat | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKd3JQQzBPTVZlcGRjZmhDWGpiVVZfRjhpeW5UM0ZLeUNFS3NHT3RNNXFLSmxFM1h1LWVsNWxzUVgzRzVrQy10alRmVHdxMU8zUGxqN1lGOXZ2THUyMEE9PQ== | Z0FBQUFBQm9FZ1VKanZNakQ3aWY5QXp4N3lnTEVCNWp2a1EwczMwOEJQMm96S2tjUnQ1dGdGdFlzbE16Yk1XdXpHdVJrcDJoOVlrZ183VWZ0UW1Pc0pDUEpDQlZ4QkVhcGgtSUw2aUdwT0ltV0lrdEFFbndoY3ZwSVB4Q0VxNjRFbjQ2WTQ1azdFVnNtV2NqUG1mLXFncGpZSlh1S2lhaE9kTnNMbmN2Ujkyb0tBZUZaT3NKSk5SSGt0cnhjU2IwV3hVdklmMl9rMTBvZFJSZEdjenc3MU8yeTFHWnVoSGZpZz09 |
99.9% precision could potentially be quite easy if the recall is nearly zero.
I also fail to see how LLMs will reach Jarvis level if practically by definition they need to be trained on something quite similar to what they produce. It seems to me that if you are ever going to work on anything nontrivial and novel, an LLM is doomed to fail by construction.
I don't think that data driven models without epistemics are going to get much better than we have right now. Something new is required. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKSWxjRmtnOFpFRDNtZHc5S0UtM3Z1X2ZiV3p0VnVzU3JCRF9xVFJWclR0MWZYM3lXM25QQVMxMzI2Zy14QkdVWWc1UHZTVEwtT0IyUW1UczRLSUN6Wnc9PQ== | Z0FBQUFBQm9FZ1VKRGFfdXhaS2t4QVN2UU5CLWpaN1FGWVNJUDRYSlJybkloejlCNmE1SmQyVlZnRV9vMHloNUxjVzY3UTljazlqZXdsdEhjSWxKZEZBSFRQdkVsYWJvY1NGRXhPYTlqb3VaRnhhYlA5OHBDMDVMQkJoSVJjNlQ5QVg1X25zYl9yZGN3R2pSTFE3TlpyWFF2b2tPR1RSeVd2eW51WlNHcWxtaDlCRGtpSHRjbGR0bldyTDFXRTBlRlVqYTJzVDRPV0RMa0FRVG9ORmVfU3kzQnBWZk8xX1UtZz09 |
Not a scam, have a few thousand deposited and I spend using it through Google pay just fine | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKU1UzZ2ZmOVpkMHdJM1oxb3NscnU5aFp4OVdMLUNnSjR0Wk1NeDVYQlRwemtaMHZyeWlJU3V6ZDgzTWE3anpYY0tBd2VqTmdTc1NpVHA1d2FJM09pT1E9PQ== | Z0FBQUFBQm9FZ1VKaTFSQ21TQ3FLQ1BLZDN3ZXk5X19KOC02d3g0UmpGYTAtYVJQbTdoN1JGaFdXYjRmbW93RDg0bEZzcDU2WWdaOVhvd1RVNGdyVlEzVGFPeWdVbEpzWWZkREVDaHpJbTA5SkpWWkpBUzdyNzlIUTdoQ2RZQ0UwcFIyYUI5RVdiVDl2Ml9HbDFlTTRyNENEcVJZR0RXX1Y2Tzd2eVdqdFpsUDlVRVAwb2c1WmhEUzFGdkRSUlJVR2NZMENDenRCeXNz |
Maybe more of 70% patience 20% skill 10% luck? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKd1hOOEk1UGRDRlFya1FJeTdkcEE3dEJxbGwzY2pZVEFfcWREa2tjd29MUFpid2hNTllwSXV2dUJpWmtIN3dXSnVxSGhfUnNaTk15OHl2WUY4NHZUcFE9PQ== | Z0FBQUFBQm9FZ1VKa2JyU2dYTHFDczlZZFg0c3pYTHNKVDgxX19MdklWYkdTNnNjU1NBOGV5clVXN21MLWlVXzNmOVFBdlA4UzZpV21Id1NnLXZObzcyRlpDOEZtUmJmZVFsckxRU094T1dMbzJndVFRX1JOd3Y5UEU5SUF6bjY0VjBLeHA3b2RPOVd0dElfLV8zWmNQNm9va2t2RDdQUmhyeFJrRmVWOXB1RGhEUW1XVjJfSF8weXdfRHE2UTRnZWpZdGcwbnB1SGJO |
I think an important question that others are missing: why does your manager have the expectation that they have?
Is there a baseline model that is currently used to estimate risk? Are you being compared against that? What is the performance of that baseline and are you better or worse than it?
Besides that, coming up with new ideas for features is only one part of the puzzle.
If you want to improve a model, you should be thinking about the error of your model as being the sum of 3 parts:
- Irreducible error
- Overfitting error
- Underfitting error
Before you start adding new features, I would recommend first understanding your managers expectations and understanding the baseline methods you'll be comparing against.
Try to assess whether your managers expectations are realistic or not. Do they expect you to be 10x better than their current methods?
Secondly, I think it's important to try and diagnose where most of your errors are coming from.
Is it an issue with underfitting? Maybe consider more complex models than logistic regression.
Is it an issue with overfitting? Try to see if you can collect more data, or exploring simpler models or regularization.
Is it an issue with your Irreducible error? Adding new features and exploring new data sources are likely to be your best shot. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKZURoLVVTY0l6V1JXQkJUWVZ2UmhCMmI2SjJnNHBRY2RxRzRKdS10eGd3UTMyTVpEb0VwdmhQWVd1blROOUdMM09zVFhPcTc5bWdBXzV6SFJjYUtTUWc9PQ== | Z0FBQUFBQm9FZ1VKNW5jcENmOW9aVFh6eHQ4eTVKZWw3RHNLUUxGY0liVzI0a3UwRmZDbEZvRzY2dHZ3eDEyUDM5ZWhianBVLTNzZ2w0NEdwYzE2MFFKd3NZeV9FTndFY1hFMVdtczdsZ196TlNGamo2bDlnMHlxNEVMN0RBSmppb2RTdkVqRElrVWpva1hhdmsyZVluTExhUXpPMjBWeERsZUJPRmRrSElET0RZbVJpQVpreDF3cTJGLVZvMnlXR0dfQVFJS1hFNGJDYjJkaGNmNGhiTkNYdmo5am5iV2xpUT09 |
Like me from zero idea and attending a MVA training is very effective. and hoping virtual assistant freelancing given me a chance to have a work life balance, Start contacting Surge Freelancing in your area and start landing on your first client soon. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKRzllT21qY1BISnpTbEk1V0x2MG5GWFVDTGZFUkV5eGQwR2dKV213bGVIbl9RVTdzaTlmaE1Ddm1BallmXzZZZlhXN2NKWkk1UHBTTFhpajhkX1dGN0hKdnY2Z0I5NVNvUlFha0d0Y2pqWWs9 | Z0FBQUFBQm9FZ1VKUlRiUDZCejFMb0tZaHRWMzl2aWJpTUw0SmwxYW1tTWszbldzUHh1WlJmVUp2Q185dUFmZDQ1bTV2WU5HNl9KdzUtT091TC1ZVDkxbnhzQmdhU3BDUUlNdE5xdE5zYS1XeVU5a0dTTDlkTkxUd1d6ZE5iVU01QUV0dFZ1cnhGN0ZLZVNPZUE2eXZQVHczTkVtSjU0VTFSYTFpUzV0RDI0ak5uc3V4Mzczd2V2My1fMlRBeGZXb2xrUG43cDFpVE5YNjl4Rm54SmZvTTNYU2hkTVpSNG9tUT09 |
Any reason why you can't keep an old version of your model? | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKWFdVVVVHc2ZZVTJJTnpjX2lrbmFpZjVERlZKeWRobnpYaW14MGhPWVN5LS10WWRqeTIwUHktZDlLQ2FndmlEVmdpeEFqbjdaUFdnTmhpT0xCRVZOd2c9PQ== | Z0FBQUFBQm9FZ1VKYnRzVmNORU1UREl6OWNtOW52SU1UOFJYM0FPb3l3d1pZVExLbWJqSW5XRkVvemFfTW05Ym52T2djMl9Bdlc4TXlhVWNBWUMtbnBGMGJYNFdGU1FxN0k4Z3o4R011TmxxcVJaUXQ0Mk5sbC1fM0c2TFRtM2pXNGpPQXZPNUdyZXlZUmw0eDhlaFY5X3hhUXZXWHpVc0Z6U0hBWC1PUzQ3UTEybFpHN3hkdEJOUjVPOUxGOHhNTDdDMmNBdGZ3Tm1JallZLWd3VHpMTE9pWk5VU0RTXzdHdz09 |
Could you elaborate on this? What do you mean by it insists upon itself? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKbkZ1YWFxekVMOHFucm5mSnh3SnFmd3lGaHhxLXA5RkMtM285Y3I2RnEwWEVhdUlnWTg2eVdTTEJldkl5TzdCOTk0MVQxMjMzUktRZm8xNjBQQ3FrRVE9PQ== | Z0FBQUFBQm9FZ1VKR1lEMnZxTHpweFBIOVJlYmQ5dXVIZGYzS1pod2ZxQzkydlJ1dlhJTTZBbEZYSGRiMmQtbGIwcmFqdk1zOTluM09zNndyTHRPdjZ0aE1ROXUxZDVwUWZPM093OHFHSjZkWG1TLTdiczJ5aVZ6VDVQM3dwMnJFYnlrd3ZFb0Q0X0VFNnptM1BJOTdmaHNaakRpQ0dqNFZOUE1iYjVDUDlXMDl5N1dOVW0wMTlBSWlvYzNvNTQ3VXlvalIySkFXSlBIRFhqV1NiRjYzblJVcmNaSWRPaVVHQT09 |
No lol that’s not how market cap works, there is no unlimited money in the world to go into altcoins, governments have reserves in eth and btc and that’s why they are so high, goverments and big institutions won’t buy memes like that. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKamswZDRzTnB1YjVadURpcWdoUXdGSFZUN1ljS3VZdVpHVmtUMHJGV0lFY0tfdHB0bWlFaXg3ak01Uy04dGE1SlkzTl9WVTRkOTVITkRCZlJURlhLOE5vOEJ5Rmd2c2tzU1pWeTExUXY2NTA9 | Z0FBQUFBQm9FZ1VKQnBLVzNkSHJ0WUh0bkNwWDNGNnJOa1RhZ2xTbzU3N3pyanl1d0hXQ2JNNlFzU2lHRzdsUmQzaTkzVWh6eHJrQkFzeGR6WkFDd2hCUFJQd25RWFJrbDFaOU9kbWF0ZWtfTVoyT1FlZWlnS0g5Um5GaU94TllEZEtRdHF4M1IzX2NVTXAwcTNVUS1wZmtIQWtzcTl1ZWcxYkk3b2U3YnNWSVZYaTdHVC1SZkVGWHBGOHVxMWN3b1VmNHVjTkJ5SWxNal9EcWhGenJzS1oyWUR2WXdwSnhQUT09 |
Use Phantom. You’ll be able to see the tokens worth when trading through Jupiter. If you want to keep using Solflare the. Just trade on the Jupiter Dex . The price will be visible when coin and solana is selected. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKeHlITW9JQXVMdG5GZTNtQzd5a0dkV1EzUDIzSjFCWGxwMm5vbEJiUXdDQlpqaldTLUtNNV81b2dQXzVyYjJva01LVGZOVkIwUk5Qd3RLNTVQRkU1Q3c9PQ== | Z0FBQUFBQm9FZ1VKOTA5TG0xQzV0WHBFdE1YR293cXJlTENIVlgzLXlUc0I4WVdxREcxR19CQnlsTklnZmtOdms1d1ZVOFRKc2M4SHprZTdSVWo2Mjc0elNUejNlT2JoUUZ5NFQxX1pFeDl3Ny1EZ2JkRUlDWjZUM2dvMTFrRWNsWnhyX0R4ZHd3VmN2dEtaUF9UQXNlbEpSS1AwR1dSbGhTbTFXbzI5R0JjY1ZlMFg0dkYzMXZaX2N2dExqRks5RXhsNGlnSXlIQm9vRllIMkh2b0J0N0dubVI5RzRDeDY3Zz09 |
Being able to spot trends is the skill. In the news, memes, social media etc. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKU1poN3dLeFZRcjYwNlhiX19pNWkzU2FmNk5LV1l2NEpISmdUeTZmYmhLNmlyckhVQ0RnNGdsdU1sU2JnYWJDb0xJRVFVM3dHcTA5MElaY3piOGVMUnNyUXF4WUo1ZHczQWR3am1pRUo2TTQ9 | Z0FBQUFBQm9FZ1VKU1RTeFVXam1jZWxrS0NLZWNvNVVmUk1nSjlYTkNSZzd4eWxHaGV5M1B4Z0pKME8xZG5nWTRUbmZJb0dvU0Z6cWJ0SHpwNkZKYUhKc3QySVZBQWNXX2RBZGloNWJ6cTQwU2U3STJQNDZpY3FyNWxGcU5jaFltVDE4QW54dU9oaU9GcXFXakZRdzM4WHZOa3ZnamhEYWJGcGh2QlNGY2tDdEllZHl6WnFTNkMwRjlNd1NTRjI5WHVORktTVUppb2JJ |
A free and easy option would be to use Google AI Studio and Gemini 2.5 to just give it a shot.
It has a 1M token limit, and it’s hard to tell from your post how your PDF would be counted in terms of tokens, but I’d suggest you start with 5 or 10 or 50 pages or something.
Use your post here as a prompt and upload the file. See how close that gets you.
You may decide it’s better to crowd source the effort, within your community, of re-obtaining the web archive data as that may work better than a PDF. You could dump html etc into an LLM and have it clean up the tags. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKR2tDS2FWZ1BIV3EydWNCb2ZSRmZON0JBRnFaSXlEdnNRclZTQVNtUFBzLTBtRHBKNFVlWExmbDkwRmVMdlJWNlJtazlleGQ5LS1INTkzSE9fMjBYSGc9PQ== | Z0FBQUFBQm9FZ1VKLTF1dmZrYVlMUUg4eERvNXVEd2tjanJXamRWMkRwVjI2WTFxQjJ2MjZSbGR6NzAwT1d2TDNDNE9RUEp1WEpjeW5kWHEzZnZHaUdmekRjZ0ZqUzJhcFVWS0JQWW5VS0wtdHB4S2REVHVNNkYyazFBMWRHSFhtZUZXeDY0ZTA2VWlEbExZZGNBRlEtZDF5TjNHUFo5c2FQQVpHTFRKUzRxcWt2NXJpX1d3cVZueTFYTndMRTY4NEtHcHlhcnVrYWF3bnRBejcwNG9FaWpZd0pRSS1SQ3lnZz09 |
I think if your going to buy it nows a good time to get a nice chunk. I don't see it falling under 75 ever and if it does just buy the low and it will rebound like they all do besides DOGE the most useless coin ever created. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKampuVkZTTE51ZGlDUDVaeEpQZ0prMDFiV2xzeEc1WjBaQUt0SFljT1Z6WUgwdjV1Qk40ejVtNHVVSEZ2LV9xekhzemdROE5Da3kySHIzb1B0R2JxNmc9PQ== | Z0FBQUFBQm9FZ1VKTXkwWmF0dThya0JQb1hheXlHU2tOd3dxXy1ranBFN2NWVEtDQlN5NWRTcTZCN1VjZV95dzlJbVJ2bFRDd2w4SG9iTTlRbmlXNXhxRFM3SkxRUEptSkdNdlRnMXlMam9qM1N4QlEyODhpZHpwbWliZjJsQmxibTJOQWU4aVVSS3dnejRTMjEwNkQ0dnhucnhndzFQenVYejJpbEtleUdEOW5OOVhqTlRVblowWG5lSnNFOG1ILUctNnlrczBTVnZCWFJ6Nm1sZ1J5SklLN1VaM0RfNEZWQT09 |
The tech stack you suggest seems like a pretty good crack at a solution but you didn’t say how the model is deployed, and that’s a consideration, if you’re using S3 buckets maybe you can use a managed service in AWS like Sagemaker or virtual machines, something to consider. I’m reading an O’Reily book called Fundamentals of Data Engineering and it’s a book I wish I read earlier in my career. There’s a decent amount of info about streaming data and batch data and the differences between the two. I would at least recommend you read the chapters relevant to your work. Another good book is called Designing Machine Learning Systems. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKQ1c0ZGFKV2g4UGRBMXlNWm5GZ1pBOG9mdEFUdWpjQnJVWlR2eWNRVWFmYXFfRVg3YnB5eUhqVDZ2MzlVbjRVTHdwVTBXYk1YT25BUU5pdWQ2U0oxTHc9PQ== | Z0FBQUFBQm9FZ1VKNTBFNHByZHFHTnBxaFVpaWVWM3dRUXpSUU52aVdDdFpsLXNTM05fOE1fMngxQ29vQ0FwWkNuRy1iUmJ0Q0JjVWwyTVUyZGY3MjQxYkpvNUdPc250SVRDWFQ3OTc1Q2EyZ3Q3aHVWeXgtQVotaFUzNUNyMUloZEo3X1FSbDBzZWtUYjRXVmJaS2tIaXJJOUtmRm5zTHpOVFFQc0ZjQXRZSmo4MUd6aXBhaFRQM19KdzF2MlpmSUFib1JQVGJXaXhYLWo5U3hQbTVycGVMUWl1ZFFUSFZYZz09 |
This is going to end incredibly bad lmao | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKNU9NYW1MSS1sejJ3bHg0NVU4Vk1ZYkp6dVJaQjA4NEhpZlFlcEs1UGpWQU5XclZHYlNSUDRlMzRyX3FoTEYxa1NQUTBVbnlFaTd2OWMzLUdFNzdBbWc9PQ== | Z0FBQUFBQm9FZ1VKeWt1bUp6V1lwWkZRaHAwQXptV3Ffbkg5RE1lc1dscXladk1xanhMUEx3ME45cmg0RlllU2FLOUtGa1d1T3RWbko2bFZuS2IyVzdIZTVZaWZzSVFnTDRZT2hoUDlTeFdpSHRGZjZ0R3ZrWEViVDQtOUFwSkR2NDBXNFpjb05fUmU3OGZjcjJVdkl1NlA4b05sampLXzNtOVByMXVwZzBvZ1lPMksxSXJzRmkwWVR0MGhRbnhhdElxODRpV0lLQkRKb25KUjNfckhmLUJPTlBFa3hRUnN0Zz09 |
I’ve been trading for years it’s a bit of both | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKV2toVi1CQ2NaeUV2eXJCRXlTU2RXbHVYTkxJYVFzeElOdkJHdGVXM2F2dFdiWnEzSXFRNnFITDgzMzhHZ3pJYTd4M3VYWFo5ZlpWR0dDLUtsWnRkMXc9PQ== | Z0FBQUFBQm9FZ1VKZk03T1laalBuVHE4eWQ5a1BhcExlbUduMjhnTWNodDVwTFoxUUEwRUx0T1B6azZaSHZYSjJqaGtZRVFnRHJSZGpRT3dDb0lsT0FaNzFBb29nWno4bi1PaExnaXE3bDl1TXMtbWkxSUZENXp6a3pLYldhMzNJdzJrZ3QwUzFSc1A2UWtLUVJHaGlqcXBmQVNRQ2IzTnRjRHg4M0tBWU16UDhvel9PRjJfWTNBams2LXVKakRTRTc0ODZTS00yeTU1 |
put 5 to 7k in something, lock it up and return in 10 years, boom wealthy
i could have bought literally anything in 2016 and would be rich currently | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKTlBsNThWQ04ySDJldzZreGcyWlJQQjE1Q0VYY1U3dXBKekxwd091dEtmUHhqb0NBQlBfNzEybE83b19wQ0RBQnhpMFdZMmJFMi1MYlVhTVA1UEVjQXc9PQ== | Z0FBQUFBQm9FZ1VKa1pEUFg3TFNDTXBxTzdGQUllQmRHbFRLZFIxMGswcktpc21RSVNITkxOOVE5d1lzb0xMaHlKUkEwbzNDa09YaFdGY2hlTnBxRDVia0NZNC1ITDlrYl90UGxkVVRLRkFkS3hsZHRqVWQtSnZCelkwbzA3ZS00N2ZCdmV0V1VDWllGREktWlViSEJhWkRPV0lka0puVGlPZzg5TVB2bnhRc19DMXJrbk9LNzJnRnVYdFFKSmpnT0lKaklXNU5UUFJW |
Pure Lluck, it's gambling | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKNjF5YWhlWXJCdkVWVzdHdWtQM3dXTmVsN0YyS0MtTERsdVMwRVRtc2RueWtBamhiYkJibXd3Z1JXUm5SaEI0Y19HekNlSUFRNmFuUXRjQkVwYjhrWlE9PQ== | Z0FBQUFBQm9FZ1VKSHNtd2ROWVd5aGxZb3VmNnpKSFhhNFl2RnJPVTNZVnRveVE2LVo3ek5BTVN4cFZtOTZQeGJsWGNIekhMZ25ETmdHR1V5NlNzeVpmY1VYa3NkRmFqQ0paa1BGRVE4akdjNHJMX2VGV3l0MVdmMk0tVGF5dnBobkVEMkJqUzRJS01kVmVaLVFSbW5wMXFaZWszQmZGeVZ1TTZNRDZ6Q1JrVnhLUHlCbTR5XzNPSHlJZUxWQ1o4MkFYWURzY0ZaTHdo |
How many is "small"? It's probably not enough to tune a SLM but might be enough for a key value transformer. Or even just straight upold school NLP. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKZlpYLW9hcnBLM0tNMEhuWE45alZKVVk3TlF3WjlCNXZLQ2NocV9RMWdQRlJPdFYwN3JkZ3pYQk9xUWgwMFVGejE0bjA4ODdCV3VzYjlFUHB1RTJOWVE9PQ== | Z0FBQUFBQm9FZ1VKYlh1dksxaElwWDZqMWJDTUdWZmxXRGozNmZadnIyVW9vQlp5WllTbmlSVGczbkx4YWl1OUVHNUI4RTBZNWR5N0psVzNhUGg5V0JKQlpGc05aUGo2RU5ZcjVtV2ozN1NBd0JkX2xmYTZDV3B6dTNLbDJtTUVvM0FsWXhZbXMtYkF2aXBKNWlTWU5WZjJjSHhQMWtQeWNLd0V3UkdPRFpDM09OSS0xRlBpekVRPQ== |
You're absolutely right — even a single second can make a huge difference when trading meme tokens. I completely get the importance of speed and low-latency data. As I mentioned, I'm still fairly new to building trading bots and working with gRPC or running my own node, but that's definitely the direction I'm aiming for.
Right now, I'm starting with a REST-based setup to build a solid foundation for both data fetching and trade execution. Once I have something functional and gain more confidence, the plan is to gradually transition to using gRPC and eventually run everything on a private node. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKNHhfM2otbXI2b0xzaHowRHk1X2FKd0VqS05pRTg3N1l2UTRPc0YzY0xYYWdHQWlSQTA2bkxBMVgxVmZKaHBVS2tycjdEM3ZBdnRoWHQ5dzM5dEtpUXc9PQ== | Z0FBQUFBQm9FZ1VKd19mbDhCb2VYeWY4ZDlnMjBCMElTa3ZaajRFYVBGSjIycVctMEFxTkJqUFB0YXZsQ1Rnb1JWZTU3SEVYemxNXzIydXJQSXJxd3p6OEdOaXRBSUxGcmRESUVUX3FnRUJGSmZWdktKdnBVUW14RnVhRHMweXktdTBHUVJfZmxld3F5NnAtNmVRd3lNX1VhZ1FjTDVaZUs3bW1wRGZfUUxpb0pNMXVmRmFmWGw0Z053X1huSmVfRWhOb2VuRndGTXFGallka3N6Ykpxa1libUxyT3BQampEZz09 |
Rookie mistake You never connect your wallet to anything other than Coinbase don’t click any links. Don’t click any airdrops. Don’t search anything on the Phantom wallet search bar only transfer your money to Coinbase. Don’t be an idiot. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKN0pkc2pVV3lJSXVZT2JhMnF6SkQ1bS1vci10cEtVeFBpcUV6RXc1ZnlCOUh3TWk1T1hKQXJvQVU3RzZONkFLWUJKMl9QZ29aSUxCemNUb1R3TjdqUG5EbEFiYW4wRFphU3dROUNCdFN6ZVU9 | Z0FBQUFBQm9FZ1VKVVpMVFR6X3hDY2JoUG5HLTgxSWw4LU1TZWJ6UW81N0YwTzFzV1ZtWnZGdG0wM2Fseml0NnE5dkdfbmNObXphRmZlS2FqYXZfYWtfRVBheGhvbFFONXllc1pySDljSURsRDdzUW5DekFFejgyOFM3bTVoZ0wyV3dSbkp5dTI2U0ozNXI3YklmYTFGaTcyNVpWVFBqeTR5SU51MXluWWROM3NETHk5UEtrb1hFRHR0c1BDM2pmeTRseDRqcm1DSlBx |
I've tried applying GenAI to recommendations and it worked pretty well. If the items being recommended can be represented as text, the first iteration gets as simple as some embeddings similarity followed by a prompt to an LLM to rerank in a good order. And then if latency is a concern, this can be distilled into some faster model. Pretty good amount of progress can be done within a day. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKb2lIVXlFUFVpTWpWM29kSVBla1JxTVRNdmtjaEdFTC1sRy15U0JsVjFwX25ST0tPS3Brc3ZmNkl0OHU1MXZMcmg0YUZVMXIzUllLR2lEN2hLRUQxQlE9PQ== | Z0FBQUFBQm9FZ1VKWXVQWVlsQzdJVTBXR2tYLTFoUVlFNDV4NktJM0dWck1BX0V3SDN5anZTTm0wSUg0S3JtTldwd2kyVEtqam82ZWNuc3R4WWRtZGN2eXZIUWxQSlNad1REYk1UZ1dEUUxod3hVYkFDb20wak1VZTItOFFyZzhDeEdjRnE2cXFVdTVwMkJfSkhvcVN5aENvZ2RQN3ZUS1pkdUozQ0s3NVVaaDhxbDcyb2pfQjV4b2g2V2oyZkVhdUhZajU4U3J0d3VnQ3pwUmFseDJ4Tmpndl9PMVhPcl9PQT09 |
Why are you using telegram don’t be an idiot man | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKU25XNmdlVy1IZEU3d2FzVDdqV0tFLWZ5ZnhMUUItaGczcVFjM3R5YV9SRk1LckktNXpWc3dUX21mN1JvVjMwYkNuZmRSQTBBdEJDLVBVdUNtRFM4LWZTZU5ETEw5RzN3U2NjT0x1NVpMZ3c9 | Z0FBQUFBQm9FZ1VKWHpkNm5qekw3SUd2a0p1cUtsUkNyNldqY2I2VUJ6djFqSFVBZGVrd1JlRTh5S05GeXY1MzhaRHNnTEF4d1VWMGFFVDZLS3hsaW9PODNDY3JiM2FYWlF3LW5NRzllZGhoU2VMU1k0ZjJVTW5ULURibm9hSFJQX0xlT2JwODZPQ2Y3dWVoOTlyZm1yWVBQY1BjMEVXNEthMXk3OEdBVFg4UWpmcG8yNldDcW52MGFJWEVxLUJ3SUJta3NjZHl5cS15 |
We did this exact thing with the same vignettes as an exercise. Keep in mind that you have to tune a very small model or the few thousands of document wont impact the weights even using PEFT/QLoRa. But, it still probably isn’t enough document to train on.
I would instead just classify directly feeding the documents and a set of labels to a good pretrained GenAI model like 4o or higher. I have done this successfully on other similar applications. You’d be surprised what the models can do. You could build a RAG pipeline but for classification the GenAI may not need it. Instead I might just give 3-5 few short examples with proper labels.
In a sense you don’t need to re-train because it is pre trained and can read and ‘understand’ the concepts sufficient for decision making | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKUURJRy1ObGRnbDBWcEhIRHJlN01nODdLYzFhcl8zUTgyc1JTOWJILVltbVdIazhOZkpDTnRoXzNYYWlxQVhqZDdjeldXbWZWSEVSamlIVmx3TVFUZlNPZjRFSmFxOTlENGpyM2JFdi1oUXM9 | Z0FBQUFBQm9FZ1VKUDVFZ19xNExoTFYxME80eXpodDBTQ3BjYnQ4QWlZUFNQUVBSeVRFcWtCbkZ5Mms1WVlndHNPNk5LNXVFNDd1SzhwV1lOei14ZFhJU2VFbi1HV0IzcEJ2QS1tU2dwS1NvUGRid3daRUxtWEFDNjF4OFZVOGxYYVU4T1pzOEhPT2VOeElfbmhkVnVZM01ZTHdONmMzQV9DdWhqRUdsYWtXMGtwb1pDZEtpcnk0PQ== |
I also thought that fine tuning a big LLM would either be overkill or overfitting. This is new information I would try them and see what I find. Thanks. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKWkpDU1FBZENSRWNXai1ETzAzd194Sk9UUnY4Ti1wR1lIR1FGVlhUQnR6OG1laXpnMDZEanE1TWZId2hpaGFEME1GM0I5M2VxYWJlczAtSE5UYV9naGZOTXdXTWd4SnhWREt5TkZtWmstVEE9 | Z0FBQUFBQm9FZ1VKYTdJeThfZjRqUlVHLUVEc2lDS2dwSUJiR2kyUG1ySjAyMUhkWFE3WlV3TEVTSDhLVUdqY1dBNXBYblA0Z1hEblZWUEIzeDVQZjNwNTktb0xTdk84M2p2eEFBN1I4cGd3UXVKRjRUOWpsUWhCdkZqTGlydmoya2ZvX0RfMUFvRTY3S3dESzFEdXJ2anpEWVFyQU5MVENCY0g5ZFVaTVE3NW93R1FURk9mcUtvPQ== |
That does not address the amount of data you will be dealing with. So your transition plan for me isnt good. To start off you should limit your target dex. Granted that a tool meant to filter good token from bad need data on all tokens. The data is simply too huge. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKc3VCSHhyV0c2bmI5ZVMyQW9LZm5KY1k2U3IzN1NNaW12cTlmSENBVi13UGtCRkhCZENlQXh3OWNuS1dZdFNGRnVxMThsclMzbE5zYXlCR1AweU52eHh5SXgyZDhXS3dUUHVsc3lEaEczcHM9 | Z0FBQUFBQm9FZ1VKSUJlSS01T0hZdlJVWXYzaFF5SDBSWW81T3paaUpNNGhNeVJWcDFhaUpJblRLeTBYdlkwZzd0b2FIbGtTcE9ldUVnTW51U0psSUFYbm4yaDJBTW5QU0JQai1UcGhjZXB4bm0zVEJEVXRubl9sdF8yY3BTaDBsSW1BaWJBWUc2dUd6SEc2X2U5VFgyenE0UWw4dFlSS2xxamdlcERBdjdvYlNzaUpvVURZMTZSRHk3ME9mM041Ylg0bjVqbnRaWWt0MTZNbTBIejhjYXJDTlV6aS10bUNrQT09 |
Just write a good prompt and add the few shots examples and see how it does. How are your prompt writing skills? | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKVjRyd3phUHF2ZXB2SEYyRUdOTTZFU1Y2X3ByUUlfdjdwQURwNXdHVG90RE9TOUhRNmpyeTJEUWx1eXZuSFhiQXh0OTJWWXlLckVVVmJZamF0SGxWM2pRRUpweEFQQ0dJMEllU1Nnd0ZuTE09 | Z0FBQUFBQm9FZ1VKcmRPZk5JZU1IaFk1cHdoVWk4LVQ1VGRVbktseGlTUC1qbmJObUo3RnBPLTFtVS1BamgwZ3JZR3hoZmQ2TW5zSDFnckZxUWhXU3NzakR1dVpUMGd2NWVTa3pVWkVBai1naG5maHJZMDR3Q2l2WUk2Rlg0S0dvRktUNnhCWWNEajF3MnZKcVY1azhvelItcG93aUUzRUl3SklmcVlwa2tNQk9DWlRXczBqUEk4PQ== |
Well, tech related? Definitely up there but healthcare? I don't think so, this will take time but thankfully, I have it. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKbkw5RnNFTWRzYTRqX2R6X04yMXdTdVI5VmVDZXFxWmRsdGlwd2c4TVlxRjdqSDN6Z1Nyb1d2MlZicUxCRkx2S2lVdkNidkhUQXJJTHhHWVRNSHdzd3NNN3BrU0phV0lfNXRCX1JJQ2E5Y1U9 | Z0FBQUFBQm9FZ1VKMWJ6YTlGbzE1b1pocUpGekNPWmRvTldGRUhxN2VWQUxjN2NBaDBWUUZaMmd5MFFoTlJObEFzbjRyTDVlVURwenAxQmVCWFR6MEJkSnRUQkFvQzlkaG03MjJ6czJYYkFXYU1rd1Myb2pkcEsxcTRwX3RkeVdldTVia0JQSFBxQ0JmeXhyWXMtc2htRXRQRk5MVFN0a2xLR0V2aExKRS1XNTBZS2o0ZThrSGdJPQ== |
If you use the newer reasoning models the prompt can be shorter. Just tell it what you want to do with less of “the how”…do this do that. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKR1dQdzVMNFpzRDdsV3BnWHB6MUJfbmxjV01rZlkxSExUMk9HLUVraVA3dFVSbVdUZXRCWjVFV3VxYllXS2JvOFZKNERBU0FtQk9scnkyMVhZQzFvcDhXdFhaV0hjZm81UTM5emFDUzFMcnc9 | Z0FBQUFBQm9FZ1VKZ2JaQTZ1dGNkMFJJQ2hicHpqSzlCMlRWamJOVnlRUXZQWmJNcFpOYlVyMG04Z05Zbjl2dmlNZHNHdnd3OGlGaUdaSENwa3VTYTJvZFlQazdmUGtHZGZBYm9hZWdKVFpSbm9VTnVEc0ZnUWtZZTlRV0hKQll2eDNSUU4zRUFnQ1lDMDg3OXNxWkZVN2d1ekVIRV9kX0tmZzZFdkJBZkVWRWlLSTB2NmVGV3Z3PQ== |
Fair enough, I would do that. This was a helpful exchange. 🙌🏿. I will come back to it if I have more questions. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKbEd5NHpBWHgtWGVMMVNwclpVVmhSQzBRUFREN3JUeWY0QmJQSUtzQ1RocGxBalN4Mm8ya0hpNG81dVJKQTJ0OUJIRFA5aFU2Qml4cHpIQUlYdWdsVGJDYnl6eFZRSG1kNnhlNnppV2R0RVk9 | Z0FBQUFBQm9FZ1VKeFhIZTQwOGFLRmZZY1dTYm9CVFNoRWwxSDk2VzVmbVRmNU5WVk9zeFZVdTFNQkxfRHQ3eGZtWjVVbXdkTXZkak1wVDNrUkF5X1AzQ09QTnBEbDkzTTBZU3JfWGUxQ3R6dVZNQWVVNjg4SGtFVE1oOWFEdXNMSERJRkxHeXVwZ0xJMG9WZmZkZUdLNXp6aFNXZ0dEVnlhckEwRS04LUtLMkpTLV80TEdiVlhZPQ== |
Why do people love posting OLD stuff… move on it happened we all seen the video damn | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKcFpBR3BRNldlMWFsWVVKMjZKV1M1YlFNZjFmYVNuLTh4SlJvS3dtOW1GYmRFSGdZWFdUeHp0QVl2VExXX2tFNUFQOUlRZHYtbW1vdTZYX01oNkJXSmJDWTZZbDRvWXY0TkZXODJockkxQmM9 | Z0FBQUFBQm9FZ1VKWHF1RTVfR1l4NVBVVkxUSGFIbXJkeDlocnpRaWJYOS1QVDlYSTdSZTgzTUVYdmlsdEhWZnp2QlRKT1g1LXVUMGd6Q3A4UUkxMkVkWm9kalBQOFlrSXlCWU5kM0JPT25iTVl0QzlBQTRQVXFHRXBXeFBpeTVRbmVCbDQydjlmSHp5LVpucnZlYWtSRlVJdG5UZ3hqVUtzU0NlMDRWTUZ2emxZQTV1SS1mN2RUdzR0aXFWYVE4OW4wc2NEaTFRZUhfMkdFWFBCVWRZY1VSaVdqdW9nLW93QT09 |
Its so fckin old, so many hacks happened since idk why OP is even posting this one | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKb3k5MHQwSG92SGpqYWEydEpMcWt4QnBuaDNwTWQ1VmdCZ1V1MWt6VkVSSXo1RUdlbTRBdXRpNmQybzFoYU5lQlFoQlJ2cmlXbW95dFZtWWMwMEpRNm9iQVBmdVRsM3NCODNKUFZLMl8tM0E9 | Z0FBQUFBQm9FZ1VKd1lBeHQzeVNXVkdzenppeUNOa2pIbWNKdlVUTzlzd1A2OU5pcm5IeEtxTFpDdnJHTkpOQV85SWRvR2hWSzZ4djY2MklhRG9jVzJKWTNmT3daMG5Ta0RCNXNiSG1lVnNwSnVPOHJoZExtbVJUZjlmelpneXFXNlhfbnRLUnk5UURiclNNQWpBM1FISGpNdUFzMjZmbThkcnlQaENtejd6dlA2MHpmcnVjZ3JXeDRHYjVCbVVQRXQ5NmxlUXBqcGswWlcxZ25LS1hjZkU3YnlSR3RtZjZJUT09 |
Dude seriously delete this | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKU0hrV1JMV2V5aDFhdWtscHYxbU9GZ1BkT1FlVE5zS1h6cjhaOHZGVkRyUXBOMjBsUTJiY3FuOUsteUo0NXRrRjFKekp3MkNHUWc2UXBMNEVZbnBPWlJvMWFJQlJOaFVIUDVuSjhIWkQ1MFk9 | Z0FBQUFBQm9FZ1VKUE9wSGV6Yk1TbGVXQk9MUFBrbXc4MGUzZWNGUnNWNk80TFpmR0NDdi0tSWx3MWFyREJhRDNUajJFRUgwaHlkb0wxMHBpVXB1U2pIakQwdjhtRzNtMlRzRDR6Y1pteUkxVERpaUt2d1U2R2w1SmJxNDZkU3FZTGhDZWZ2RV9pNC1fcUhJTVFOeGZ1aGpzdEh5M3NFODd4V0s2ZktPbnJPcmtkNHM2amZwS2p6VUR1NFNCOW1MYy1ZR25jS1hXaXJpYmpuX2ZmRjRpUjZWb2x0dm9UejNRZz09 |
Do not get fooled, kids. If you are making $10K–50K a month, there is no way you would be selling your service on Reddit like the person above claims. Reminds me of the guy on YouTube that says, “Hey, I'm a big boy, copy my trades and by the way, I'm in my Ferrari.” Life doesn't work like this. Think to yourself: why doesn’t everybody just copy the trades of Warren Buffett if it's that simple? There would be no poverty at all. And don’t get fooled by excuses like, “Oh, he has the capital, that’s why.”
Want to have things in this world? Trust in God, be nice to your parents especially your mother and never waste a thing, even if it's $0.01. By the way, life is not about having things, but if you do these things I mentioned, you will find out. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKR3VfUGpINzVOMk9kZHRUbnpEcndvenZIWVJJLU9pVHgzek5IVmpYUHdfeFdZaDl1dzZtM2dLdE55NGo4Vjg0T0xoLXZGRnlrUTJyU2lfUHhJZWdvQkE9PQ== | Z0FBQUFBQm9FZ1VKbHdfa3E0TXBoVEszdG1yX2lTZU9oeVMwTC1aSGZwMnVsYllyMng1aVBQZ0FTWU5JVWJqLXNPRTNod2YzVzdRb3NuWERUQ3Z1QkdoUW1qOVZmSWlDdXZGRFBUTG1TdmpNVE5sTXVkQTZKanZFT3RHOUFUNldPb2RNcUFDWVNLN0lkMGhUc1JGSk5vd19qa2pjekJEaF9TT19fSHNpSjU4bGU2V24zMkdOc3pUS0l2WDlDVHFRTlRHT0R1VmU5blBm |
Domain knowledge | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKVF9ISy10WmZTY3ZCYWYyb1JDSTE5YnJ5ajRSa3RIc05SZDA3RVV1c2pYOUpsalhYSHo4NV9VRWdBV0NwZmc5d25YWWJTVURaWnQ2TDlraElTUEFnbEE9PQ== | Z0FBQUFBQm9FZ1VKZEhhaW56VHVGWXdXYzVvWHg2VlIzZDN0LVlENDR1bmE3ZVMwdW1xSXQwS0hTU1M5SVNKT3BXSnRlN1FScnlnZ3JYVmRRSUF2ZnVRREZ4X083cERuX1VpcVA3NEJiUnJVbl9vZng4bFpKY3c3aHE0d0FJR1k3U21uVTRDd3EzSTJwZkJYVnYwdnpJYUcxam4yTkhZU011ekY1QTRqR051cW02RUFiZUNocTJXUHVqa2JJTHN1dTF1eExITWJ2SHE0clN5d0hLY3ZGUlRiLVV2TTBhbW1VUT09 |
Definitely the reverse for me.
I came in thinking shits were fun, but now my port only has utility coins and 0 shits | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKS2RRTk1rTFg4Wlc3OEp4QmVfSTE2VGN1T21RU1JxUjVPcEhuc3RkSzU2UzgtU2w2aU1VRnNRdnVfN1BMVjB1MXNFcWlpWWlmWUNJTkhtd1NqcW4xanc9PQ== | Z0FBQUFBQm9FZ1VKNy1QTXEyVTZ0bnE1bmgxQWVWYzFkU2d4ZDZCUjNoOTBOZmt0emJjcXZaYTdIa0l1NV9RT1dUcWFVQm9mVWdJVmc2aWJzQ2F4bGd2bFVma3JlOWtoQ0RYaVA4UGVMUzdtQy1MNmNGemd1VXZNMURXSElJX0xiZGIwRFIwOXlWZG9Pay10NzJjdVBjTUtXbDFhRG9Oa0JOYndsSXlKUjdEektmMm1NbUpPT0hoa0VIcVliUUVPX01MYkctNm9oemM0X01IYW52WlgxQlQ2LUE2Q0pKTjlQZz09 |
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This post hit me hard — I’m just starting out in data science, and one of the things I’ve been wondering is whether GenAI tools like LLMs are *replacing* traditional data science roles or just evolving them.
I’m trying to learn through projects and get my foot in the door within a few months. Curious from your perspective — would you still recommend building skills in classic ML (like regression/classification on tabular data), or should beginners lean more toward prompt engineering and API-based workflows to stay relevant? | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKakZYeTRMY3RvVDZaUkNsQVZMUGlvRFJEWjJmZUFpSlpSMXc5U21taS0xNkUxWGo1Z2VnMXFENXBwNkNmWXhmUWpMbENxMWhiMHRZN3EtTVVSZjJpamc9PQ== | Z0FBQUFBQm9FZ1VKX3JtR3NCMTJveHJiek9vU0lsYWRRX3BoX2laSkxyb1Z0azRjRE4xNWlJR0U2SHlYTTI5MHpTM2xUSUxVakFmdFlPNlpWOTZvUnR1c2VKVjVkczZVdE1pMkluVVNvT3p2RkQzYlRKQVNhTTRidmJMSlRHa21qNXcyWmFHUC1QSF9rbzhQRTRDZ05ydjBLWW5hdkNwS2ZfQUh5bU9WWTQxS0pNUnZxZ2dHcU5rd2JoWUVHTWVQX2JWdzE5eVEzMEw1alhoVjd2THkxekZvdF85amc5NmF3UT09 |
Super interesting project — I’m trying to break into data science with a focus on healthcare too, and this type of dataset sounds exactly like the kind of work I’d love to learn from.
I’ve been considering doing a personal project around heart-related risk prediction based on my own experience with WPW/afib, but I’ve also been unsure how well small health datasets work with LLMs or ML in general.
Curious — have you looked into using retrieval-augmented generation (RAG) or combining prompt templates with lightweight few-shot learning instead of full fine-tuning? I’ve read those work better when datasets are small and specialized. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKdUIyNlFGU3llNGsxYmF6UHNGN1VuTnQzSUx4OTZlamdfUWNyZ1VaeUI1TzNEVTZ0TDBxNzBETy1aZklLUEtoRlZRaGxWVVpPdGhxLW1qMGV5MEpUM3c9PQ== | Z0FBQUFBQm9FZ1VKV3dUa2lsdWs3d1pxTjlneFhmSFBkR2o3TldJVVVVMEo0WkFld1hBSTg5NlZ0Y1oxSUQyY21CaXE1LUJHaVh3RnhUdnkwclhNOUdNRDYxNS0zcXVUWFdIRllqcEFaZ05kSGNvV2lLdVJqQndDWldZdm9Yckxad0I5MDRMRHpYcVB0VlkzTXIyelV0SkNtZ1E0M0ViUEZjeUV2WmpZT2dBOWtuS3NvaU9jcllNPQ== |
This is my first project of its kind. I have been trying to get as much information as I can. This is more of a learning curve, so I'll need to go back to the foundations. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKRGpRdmdJSEZDX0dneWYyVnBwODZOODY2aUh2eExWV1V4NWpzWDBzZXZ0TkJ6eXZqZU9JV3dxUWhmMmFkT25ZOFJQNWpDMmJsQWk4TWV3MzY5bFBmdjZ1TURtZm16WjdtTlZhX1lva2VMbms9 | Z0FBQUFBQm9FZ1VKNGxNOUxRUVdBWjBINUFWUU56bG5fVmpoS3h1dmQ3R01kbG1RLVVQRUh1UFdMRGFmcUFkVF9HZHFscm13eHpsQnJvTWpuZG9RcUhTTHkzeFhBNDRNUmpnVXlWdXUydHp1Rkx3TlFFM2ZKVkJ3QnhoQnpabVhOU3g1Mk82TjJUV3BsYnBxVTduQVNYMkVQZW15bHBGX1F6cDdnV2Itc0NoLTFsS0NWWWtkaGJVPQ== |
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I’m in the process of switching *into* data science right now from a totally different background, and posts like this give me a lot to think about. It’s interesting that someone already in DS would want to go into SDE — curious, what is it about the SDE track that’s pulling you more than DS/MLE?
From everything I’ve seen, having strong project work in the SDE direction (plus brushing up on algo/DS skills) would help recruiters take you seriously even if your current title doesn’t reflect that. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKNTRDcmVsdVhsQUF0OWJVNXVVZF83OVRXenJrNS15SnFBLUVveXJnMi1Ta2plU1pYWGxrZ1FmWXlpYnZuVllUN2lGOW44LVBQb084SEE1YlctMFBEbWc9PQ== | Z0FBQUFBQm9FZ1VKZksyVmUwVm0zekpNbHgzbDBJb29LTlBxVnBmeXRUYks1Z01iUzBXbndBVDJtVTk3ZGpFZWhuVmlXTjZ3dlExNF8tQWctUE5HZkZsSTRLYkwybERveDZ5RDdtckVNa2I1NEtWRzVESUFlZHZaUlN4c1FwTlhxLXhmQnVjdXFOR3ZaNHNzU3U5bHg0M0paNEE0ZUtiWkhPOHB5bl9uODlpN0tGMWVnQUR1ZEx2YnBCM0MtbUdDTnJ5aEdPSm45TEZm |
One bullet point reads as if you invented a new statistical method but you really did not. Maybe what was original was that you used existing methods for a new application.
If you have publications, that can be "impact" like x number of publication or x number of manuscripts. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKZk9jTEFWaGFaOUNVMGI1alFKd0p6NHM4YkVyVG1wZVJoVk9RU1VoaDV0QjctVksyZUpHM1U3YjJUT2ZHVWdocm5pMmhINV9DNFNIZGJKc21JY3lBTUIyS0tlR2tJa3dmNU0wMEpvTEg1WnM9 | Z0FBQUFBQm9FZ1VKcE0wWnRBc0ljbFJDbk1yR0ZKS0g3TlBHVzZveklKZVZWQ1I3UFg4WUVDUm1sV2J1Y2dQYlVNWWdoM2U1eUxRSW42RGJKeFFGbFZYR1RxNzIyZFB2WXp3UVFpM0RxbFV5UnJmNTV6aVp0N3Q2UnZXN0Y2MU9nZU9KaGZHT2NxYTBycDViUTJ4QTNtNDA4YWh1Ui1OWGZmSXdxd3hqT0FpRlc4UnI2V1NWenBzSjduYVUtTEpQaDJZampvUTluSE1wejU5cHJkeFhjVHVlVHBvMFA5Y2ZXZz09 |
Have you seen this? [https://www.momsintech.com/](https://www.momsintech.com/)
If you were a scientific PM, why can't you be a PM in a company that does something in the clinical/drug space? Those roles can be remote as well.
Just wondering because you wouldn't need that much of a 'transition' in terms of skills, more in terms of environment and interview prep. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKOVUtY1ZSOXM2QjdCdThLeUwxLUtMN2tvdnl5LWQ5cXIwOUxlZTlhaDlJVDJuNlBCZUZZVlZWUVdQZ0Ytd2JHRTFpOWpjQ3Utb185WGlzU1V0c3RzVC1PVEhvSFJSZ1E1QXpNZWJUQnQtOEk9 | Z0FBQUFBQm9FZ1VKWWpCTkJsczdhRk43a0lQdmhlRE5jSmI3UkFuTzNMMi1RRzNkZGJaa3ZCWE1qekF6Q1FNZzhiWUxkRVBodWxBV0NWUzFROHlLT01wcXA0LTRtQUVCa3JGM081cEJzUURjdGhLOUh5OVhrNmk0OXVLTEN4YmR0dEhtYThWd09jeGo3azhSbXcxWnYxendvMC1CM1RERDJ6UEgySEhudGtCeEZqZ3ZVeTNxTm5LTERIc1NWaXAtUkdqVkFENldXbl9ObElMODVIb00zUWRXa2tYZk9ub0JoQT09 |
You can visit the official website bro | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKY0R6ZFlZc2h2bnF2UWxpTmlhNzU1dUF4VE1fRWxXT2FFUEdQNmdwb0ppeTU3bWtnS2ZyeEFkVHRQRHhoU1lrWmpqaUowZXZGa3l4eHhkMmdIZTQwZUE9PQ== | Z0FBQUFBQm9FZ1VKZHNTN0RyYTdOZUMyQ3E2aWhhQldfM2lfYkxnNGUzdUZ5dTJHc3pMQTN4U3N5cUxJUER2Y0p3eGtxWDZXX2xzenVza3hNeGp6Sm1uYzdMaTRmZndGdUE1b0k5WTZmYlJzX0pUbXJMeWQ3MDVyek1QeFN0ZEdDWVQxUm10RFBJTkxURF9ReHRxcTRzS0xiaEc1eVo1MUZLWFZmTDVjZG4zSU1kUE5KbVdfU3BlN0ZqdGdzNjV6T3ZmZlV1N052UlFOei1tTzlMZGZzZEhJUzNMbUo4cDdEUT09 |
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I haven’t done a project like this yet, but I’ve been studying healthcare-related NLP projects and this setup sounds really powerful — even with a small dataset. A few things that might help based on what I’ve been reading:
**Few-shot prompting with templates** — Since your data includes semi-structured outputs like “Summary, Diagnosis, Plan”, you might get decent results from using prompt templates + example completions instead of fine-tuning. Especially with a model like GPT-3.5 or Claude.
**RAG (Retrieval-Augmented Generation)** — If you have supporting clinical context or guidelines, you could use a retrieval layer to give the model more info without needing to train it. Might help handle the diversity of prompts across specialties.
**Label-efficient methods** — There’s a growing area of research around working with expert-labeled, low-resource clinical data (things like data programming or weak supervision might be worth exploring).
Would love to hear how this goes — feels like the kind of project that could help a lot of people if it’s done right. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKS3hiOXlzRU5acGdqdlhNVHlKLU9reW03QXFPOWItLUNfSDJFSk1yUVY2d1ZCOWlfM2E2SGt6d1FIOTZqYlRkSlB3ODNZX0JNOFRBcG9UVWdhRWlBT3c9PQ== | Z0FBQUFBQm9FZ1VKa0pNYkdqVWdXb05PTmhZZmRiSlpSc19US05wUk5iVTh3WUVGczBsUmQ0VE5naDFSMGpYOF9nZ3V1d2QtZ0d2MHBWcTlzVVBQR2xwX1RYa2dmdmVxdHJGYzdkQ2V6UmJEUmpubkJxYVl5NmMtVVQyQ3ZMX25kRXJtSGFQcU41VWhWSndsX1YxYUVaUEVRdnR0RFVuZndJNGpVUy1kcDlhNjVwVkdmMVB5Y1RBPQ== |
Have you got a blood solutions nft? How much do you make from running it? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKckI2MDdmY2c4cU1XRnZGRnpQUDJIQVNrcDdLQnl6SE5MQTFVR0VWWFlIaUtmck9qWTV4czV5V0Z5ejFJOVdSM3JYaVJNM0dyNUItWkRhUnMzNTcwVmc9PQ== | Z0FBQUFBQm9FZ1VKX1QyN240NVJHOGdlbDVZcmRMSWdaYkxuV3FSR3Brd1RZLTRONTZzb1ZCZEFWbTcxdFVzd3EtWDRIZWs2MC1udnZROXFZeGhDTVlucmpqajFOTWpkQUFWdl9felZXY29kdFBnbXd4M0FzLTdXRmpuWnlRaWhxLXBtZDhJbnVOZkVMWG9CVVdjSHR0Zy1xR2hXbkJyRkpMblF4bDlRbzJtRXlkZ1ZCdkFhV3FYRzFOWjlGMmh2dThELXhVT0xrandJQlhnSnhpUmZDZ1FfOWRmVHFsMy1sZz09 |
Yup absolutely, if you have resources that you think are worth the shot, please feel free to DM me. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKSkhQeV9qaXdhY19Vc3BRNU1jaGVNTFkzNm9JQzRRRGJpdzZPZEE0UHlqOEM1MUkyakZ2R0dMUmtYamhTb1A0UUtNQk9hSzBNT3VfZk5KUEpaYXpIUUZvUGNyUC03UjZoR25HUHdvQnpOYWM9 | Z0FBQUFBQm9FZ1VKT2xhWTdFU3lLc2gxRGZIbnZyZmg3X2F6OGFaeDZfSFhkeTF3ZTBOUWM1QUgxbUw0VjBTeGpwZms3MEVEUlppenRNc244VjYtMWluSFBoYlhpcHpTMDZvdGRUeWJqYXZ2Z25PcC01YUJKdFFoZHVGUG56aUxxSi1PRExSTVl2dWNEUnBBSlktTjVyMHBQTFZvczIxSHVRb1VXcnhaUURoMmxHYnZnUlk2WF9ZPQ== |
Can you tell me more about blood solutions or the others? I’m thinking of doing it but can’t find much info online. DM me if better, thanks in advance! | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKYWk4eERXaS14Vm4tMWxTRldmVlZVSzljVUJmNTltbUhZejRMLVdxV1A5ME9ZclRQeEszV0xYakN5VzVaMnNPNXd4ZlE5RmNBZ003Sm0xSWxmczFJcEE9PQ== | Z0FBQUFBQm9FZ1VKaV9qYnVIQnhYWmgzUEdIVGVJVlNqcnhiRE56UlFMQnZlUDN1cHZQVndrWVlWZGJxNVU1RXRYSUdwdTktVUY1Qi1pdk5JMlFGSkgxcjJycm5rSVgxZy12N2gwZGpIV0psMnFTVEIzb1FkNnlJdndyRG1XVnp0ZWk0OU1OZEFuQ0lqN29Ra2pjcmdMYWNKTzNndE1fdGJPdkR6VGZlbzNSVjhpX215N3Z1SzhVNXBJekFsTUpraS1GaHVYWTM4NzBINUFOTXoyYW1UR1N6MGI0Z0U4YnhjZz09 |
Will do! I’ll dig up a few of the resources I’ve been saving — especially around prompt-based clinical NLP and small dataset workflows.
Appreciate you being open to share your work too. Projects like this are where real learning happens — hope we both level up through it | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKNnJCb2xtQWNNUGlwdzZXVEstd25BV3JjN1NnRVBac091dl9hb1lRdnA5Sko5b0NFNWNxdHFEWTFRanREcGVZVWJpS0pvQzk3akx6MmxTRENIRVlZWFE9PQ== | Z0FBQUFBQm9FZ1VKMmwtTjExY2xFYjNicHpSaHBFZGtlcUI4Ulh6OUptMzc1UnBVMGUxYVNYb1luSk1SNmNfblM1SDFnc05lcG54ZG1oZTVHcTNNalF1angxRjNrbF9VUVl4T2syYjVWWDNFMzhSWXR0ZWVoTTRFYzJaRjJhV2Zzb2xvd0FTeHhVTE5vTkpranM2cEt6OVBSaUNTRkgwZHYzX1N4TFdZSndUMHktSWxOS3BialBjPQ== |
Thanks for the tips, I appreciate it. You can't imagine how happy I currently am😅. I was so lost and didn't know how to get started. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKU1ZuR211cFNPb0hzNDNQX1BubFBMTlR0UlBsYjlMMEYtY2ZVXzFuVGNidXdzN01mMzJrdko0Q2c4cjJjMS1yN29WdHk1V2J1ZkVsaVVqMFNjQ2hOUXJXNi1FSGFRZWduZ09NV0FFS0pDN289 | Z0FBQUFBQm9FZ1VKRzV4Ym44dTBSLW5CME85LURWV2NfcVBsOGFYUmR6cHNCZ2h4T01UTVczNzFYWEZtYWVDMnlqaUJ1U09iM2p6djV0VGRXZE1lQWtIUnRaQ0Y0VWZadXkyRmVwN2lXaWpoSDlwcFd5ZWhRMS01Zm91QmFneUV1T1hIdGlISVlDR3BWZFNJaDQtSG02MF91OHZFbUg4cVlSZXEyeFBEcXNabFVNbGlVRjJuUGs4PQ== |
Link? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKN3lWUmsxMmZDTjhtaGtqOU9GTHd0cHhsckNRYjdMRzZXQVlzQ3YySmI5cFBPNUtTN2FGNWNVUFFKZ0FoR1A2V1h2c01vNG1kMHI5eHVDWHZMUG5jTWNjU3ZIekNuVzFKLUlOMVJIby1zVjA9 | Z0FBQUFBQm9FZ1VKdmdIa2lQeGZSczZMMHVrSUV5dnIwaVY5VmZfNFhncjQxVElPR2lneDZNRDFSMl9aLTRtVHZEYjhuMVh2aVlHem01cl8yWHh3aVVWUVRnRlJwTXV2TjRNWFlQUHRfOVVlWnZwSGZNaS11dTlKV0U2RlB4N2wxZklNbHl0Q1R3elpncFBiMlh6cVVxUi1xbHZsZU13TXZvLUdXbTJPNTQ5SVA4S1VrZEdqckU1YVM5YTJIay1MbDU2V0x2b290eDFLQkx3Qi1YeEpTNkw4amRkRkRTZXJEZz09 |
I had the same problem. My Job slowly transitioned from data scientist to SWE with focus on LLMs. My problem: I find SWE inherently boring and tedious. It’s a necessity as a tool to get to the results. And as you have described I had the feeling that my actual skills (maths and model building) slowly deteriorated. And I didn’t like it because I did not a PhD in theoretical physics to become a glorified API connector.
Eventually I switched jobs. I am now doing „classical“ statistical model building in finance. Mainly stochastic calculus and novel Monte Carlo methods. No ML/DL and of course no GenAi. And I feel much much happier now. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKRjRpSFBYNjZuSkZVWk5NZHVpUHpKMUFvdzRGc2ZlOU9oa3hlNWlsYU40SHZmM01RRk1IRHI3bVgxN2x6ck42WnZtYXQ2ZmdhU3pKS2lZYmVrMEJPQ2c9PQ== | Z0FBQUFBQm9FZ1VKa0dvSF96OTlQYVBxUnE0YkYtcHN3SFZKLWd1TG14d0ZPTzVwaF9wUUp4MkxEaEFfT3dQdHF3bWlrYmJZOUdoWEN4elh2WWZUMlliZnlyN2VJMDJHUkphMlFtUEVMR1p2SFJtLUNKWVM4NDlPRXk1TzhVcWtFUU9DakNTYXFQWWNUdHhkLWxPVm5IY181S2h3VlZqcFFUWmlhMXUtSlBYcDFjOFVHYnEtc1lmOVBDZG9MOXd2eV93VUViNnFWVnhYcFZHRERIUFdUdWtCLWxwOHJIRmZiQT09 |
I'm in the data field, beginner as a med student. Here's my take, I haven't worked on this before, but you'd want your model to make an impact in clinical settings. Doctors like something that can reduce friction. For instance, something like note taking that costs doctors 4 hours every week. If your model can help reduce this time, a doctor can save these 4 hours and can do a procedure that can make the hospital extra money. In this scenario, especially healthcare, don't just look at the model, and it's complexity, think like a doctor, and where they'll likely interact with it eg clinical records. That's where you hit, that's the goal. I hope this helps😃 | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKbFNoZkpqd0hrWld0NXBPTG93Z1JRbl9uZEd3VFlXaXdveEtQZVItVVZjZUZwVUkyLWNDUnBzS014dGl3akVaYTI3d1dUd1hpRkM2V3JNWHctbS1wdGc9PQ== | Z0FBQUFBQm9FZ1VKQXRJb2EzUHVkNkp6ekpnZlFuU0tzLW5KbU0yYkhDZ0JXR25fclV0RHVRdTczTUxEYnhPMFZ2UE11LTJJSzlCaWlCaldnOTd0cVBLMXlHQjRpUTREQzV6b2hLMVlwZ3NlM2FsSnJQMEpJTlF0QXJsRWFONDhBOVZOaU44SVJGaVh0NlZzWVNsV3UtVkxrWkg0M3lVT2wwc3VSUzdsdFB6U0xuUTdQRWR4bXRvPQ== |
Its smart contract sir | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKdEVZTDl3MkZzeDlJSGRfczJtUkNiYkhIMG11ZndKTU1UcTBVQllhNC1wY2hZdnBOZ3paZlJLRC1pME5VWEUtYXdmeTVLT0ZJS3hZRWYwc3h6dWRFT2c9PQ== | Z0FBQUFBQm9FZ1VKY2FCNmlPY290UFpva3V6N28xcUREdnRMZjZndnVtZ3pqcXE3Zy1ycjdGM0VMTDZuaFZNMVZlbmNlLUtwWWNVSDREVzc0UkpTaDJYY0VCTHNhY1l5bGtGazRoTkllQjAzSmdmWmt6Sm40MVFjczF6aUNsTmwzYUNJUklMcWJJZGlWZ193amIwbHplSjBqLWNmYnJfXzhKX01NNjBoVzlQdEw3YlFWNTZiMElhM2VQOGVRRUFRNVZQdlJ0NUFEWnhh |
Please could you recommend how to start with a basic algo for someone new to the algo side but not new to crypto 🙏 | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKd0pTNGg1WGQ4UW43Y3RCVi1BZzIxQ0l6Y296Z2xDNWQ2S0hzSFZETzIyVUhIS0lqbG50UktJZldpWFMtQm95T20zYktGb2szb21aZzJJWjR4VFlNWks3QlBSYlNTOFYxd19BOHI0Skkyd0k9 | Z0FBQUFBQm9FZ1VKZFF6WWxlMU9vaTBFZGZjODg0Y2pvU0w5ajlRNnMyMC1vNzRJVndLUmlhWTBmV2ZWN2dnUDNzYnVkUzZ4dkctYURGVktyS2hmWEpxdHB6UUVDRlBwaUFUajVvUjNOUGJiVDVpWVB6bkdnRENTRDJaYW9jRXpiUlZyQ1lITWtCZ0VyV3ZoU3RsU19lWWdKWjdUNU9ZdGtjaUtkb05mNUJxamx3dkFjNV9TOXB1bUktT25hY1VLNThvRmZzaUx6TF9adW1ZWHhwUnpvN1JlVnNiVmJiZmVxUT09 |
What did you have to learn to do SWE type work? | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKNFZXNjRQTXZYa1o4bmU1cEJLclpQVS1zV1V3STd3YWdlZVdGSWg3bDBRdFNQcjltNTNhZTAxME1FTGRacGVPYUhhWXNiZ0pzNU1wemhwdVNaeXdnOFE9PQ== | Z0FBQUFBQm9FZ1VKeFJ1Q1FmbWtDa1RyaFVwdTFBMzJDS0lHV1Y3T0NKcklfb1J3RU05WHB4OHNQUEF4WXRfUjlkRHhzWHBtdlJFSUlWTUtVQTlLRUJtRTd1a1pjSGwtNEFtdEVaQ3BEN0t5WC1haHo4UmZya1cwMmI0bkxWcjNfNFNya19hY2l2bGp2ajhwbE80YURhUVZaejFTeUZPY1dPVVNLNGh0eVVvWVZxQmhaWlc0Slg3T013ZHg5YU5qMzgyaGRDTDVmbWtwa25JemYzNnV1WmNKYkhXanVBcDV1UT09 |
Hi I am fullstack dev python react 6+ year exp. I started learning solana recently. Want to switch to web3. Could you suggest what skills/coarse i will need to do. Also are there any projects i can work on to add to my profile? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKT2VqQnc3RlJFdnlLM0JkejRYRzZPaURuU0RDb3p1dnJYMy0xNDlLd3dsNE55ODB6NzBoWkR3bXcwdXBfd2YtQlpHNnhoRHhyVWpUM2RXMDlac3A5REFfa2xGU3pFT1pvVGRUWC0wYmlkN3c9 | Z0FBQUFBQm9FZ1VKdWVoa0l6dEJuaGdrTUhtNWtZbFRLMDc0RVZTdkRtWHEwMFo4TGRFTnhQc0Fpd1Z4a1JIaWk4ZXFHOWIxSG0tVkJGejZHZ0ZoT05obkZsMTJRU3Y0Y1Z6OHRNbWtLUmxIZ1J2SUFoVmtGRy1jWGJOdHJPeURBejE0dmlSZWw2T3dYdmZPYUpqMmg1OGdNRnRFV1A3OXRSQU1wTmF6YzN0Mjlpa0U2ZFBQYm1Dd1R4dzlnalZXY0l3dF9MT0F5SVl3Q3BPTUJDdzRVT1QzcnQ0RExxbk1oUT09 |
I worked at a „data science consulting“ company. Business was developing and implementing machine learning solution for smaller companies which do not have enough expertise among themselves. It was mostly marketing and e-commerce related.
We were a small company and we were tasked to implement quickly and pragmatically. A project was mainly done by only one person who was responsible for everything: infrastructure, cloud, setting up databases, data engineering, devops stuff, modelling and putting models into production. Code was meant to be written directly as clean and production ready. Besides the modelling part (which for the most use cases was not difficult anyway) all the other stuff I learned on the job.
The boss had a weird anti-academic opinion on data science. Later on there was a hard constraint: modelling is only to be allowed to be done for at maximum two days. Xgboost on unprocessed data with not much Feature selection has to be enough, because time is money. Time should be spent on all the other stuff to finish the complete product.
Later - with the hype - we also added LLM (especially RAG) applications to this. But in the same philosophy as mentioned. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKb0tXZ2pEemJwX2kxWEZCVVVDYzBhcXNSNTZ5RzVwdFNJanU2U3U5RXg5OVJ6TzdqaXJBVTh5WWd2NjNJaGhhYmgwbzhCWThsQmFkWjBiTGxpb2pmTnc9PQ== | Z0FBQUFBQm9FZ1VKdmtmS3RuZEVhVmVaZWYwOFZlSXA1V1MxOUtxdXBBc1NibTlFZHlEcDE4NlptZ3NoM05yOGF2cHBock45SHhQRkRJWXBjRjBHRVB0NzZpRk1jRkJXNU5GTjRpaFlWMmZ5SnRMZzVoc05GaWo2RUNiSXdvR3MwM1ZjTnJSNThYM192WERzaU9qZ29BYWU0SEwzQmk4UVF2V0FLMGF3MHVrZGhxZjdSanJvaWdfT2JpZl9MMFI5RGxNelF3VFJPa1o1MUtLNHN1cHhEbl9qNW1WY2txNFgtQT09 |
Thanks | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKT0FicnhEN3d3YmRiLUF0MUdRT3g2b1k3aEFONUNPUHZ5bkdiQWVuZlB5WkxybC02QXVYSFZFZUw0MHpxU2UzN1FvZDJ4a1lCbHNOelozZGpDQ0FXaU13eF9zaW82UHRFeWpKbUhKb3FMM0U9 | Z0FBQUFBQm9FZ1VKaGtxVDN0eVM5YUpQNnZySjZ4UFRYV1VvZGFKeGRTcm84M2FVZ1lMbHNsU3pwMWlZWW1jR0FqMEJIOEdnd3hLMDV0OTNWYlRpY3pjZ1VjT21kUVhUZUF6ZWxUeExadDB5V2t4NEV4NGF3OUstNFVsejN0ODlZNno1NmJ0RWFoaEU1UXh6Z050MFQyMVBYSGdsYlBGMXhOSHE0THB0cG9QTzBYYjhBaGFuTjhuVWhLdV9jWlFSQTVqdlJ0aF91QXM3OWZtSV9qSzBJLVM4c09qRTVwMWZSZz09 |
Thanks for the detailed answer! Sounds tough but like a really good learning experience at the least.
When you say everything: infra, cloud, db, de, devops, what tools/technologies and did you end up using?
Context is that I’m a product data scientist, but mostly stuck in notebooks with a rudimentary understanding of writing prod ready code, git, APIs, but struggling to build things E2E and often completely lost when hearing about e.g. Jenkins, AWS, model serving / hosting etc | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKYXVGSGZ1YWlib1N4TlNkMnF0Q29GRm8yS05fRkdVUjU1U1lqSWVtVkZBTHBQdkZmcW9IMlB6eVJlcjBYUmpxQ2huVThzVERrZ2lmSG0zX2E4RDV2TUE9PQ== | Z0FBQUFBQm9FZ1VKNDBZUlN2MW5EYU5NQXZaRzdJRVo0YnlVSmc3TzFHMnFfWFB0Y2NYWkw0TklFRllXcGo2eXlIUk5BTHA5Q2I0czhNeE5fVHZXZFlPYVZwTU5oaVFHYlJaNDZqSlJwTmVnbjRHUUdQM29sYU5NYUg2SE9wQVVwbmJGenJ4WDQycS1XOFp0d2hmM3Q3Q2RHNzB3OFkyYlB0ZXAxYXItVGJhdFJSbE5BckJlTE1MWWcxWEZjdzROQWFpcDZ2U1QxX2pEOHJnbmxHOHNWZ252UXpqaDBUT0swZz09 |
dude seriously scroll | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKT0pnSXpLX3ZucUFBNVJKcHZKSmFrZlJYWWhTSnNpVDE2MzNPZk9aMUxDNXM2aGgxSXhEVW9wQUM5dWZST3lJZzZkYXByY21QZTJMbkhfV1VoSk9SUTJNYjA0T0xaZEtwUDFoc3RqRGttLTA9 | Z0FBQUFBQm9FZ1VKUWZweVVpMzg3b3k4MGU4TDRRa21sbFpvX0hwNTFCYzJadlZrbWs5Y0thZXFsUTVtTi01djFvZC12YXFBc255YzR6T2ZudW1yc016SHBVbHR3SU5iWm14VW52VDlwcF9ObXR3dzJRNUhTdjg4N1lFT2pYX0luLXJ3eU5xazJEMjFWUUFUNXJFZ1RUQVlBRHJsczNwaGNzZHVRem5CUXV5MXJLN29vMmVxTVVINDlDQ0VTaFJaUE4zTkdkZGRWMDFkUlpSeUN2VDF3VEJyYVdnT3BScjR3QT09 |
Lmao old news bro | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKSHZoMEZTcDdpTTNvR1ZMZDJvX25qNUI2MW5DUm90RUpyTGVEa0tsc2xDQUVkeVdrdDdvNUxpSDVqdm5KMHUzTWlTQVoyU3NtMVdNbVVjVTNlYTRzZVZKOXE0cWdpZWx3SUF0Z21iWjE5WHM9 | Z0FBQUFBQm9FZ1VKRGd2eFpLZnNVM2JManNRUGdjVGNNZmppSWROVUpzQ0pSenNkdmVUd0lVVlBzaFMtdzhfbjZCdGNtTnB4ZXBBX3k5a1YxcXpjZWkyZXlQWU12VDl3bjJjUmpkQ2h1NkhxZGdob21sZmgtNFIxMnYxeWNjWkt1MFc5TEVkQU9GOGI3VE1fVG16cGVZa2xSdFZ4QnpKSmRveWNRaDh4UF9TOUI4a25CSnRhMzNYSzl4UjlNc2Z6Zzd1dkdERnRqaElnUjlkMjQ3clJjZVpQNHFNOEw0NkozQT09 |
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https://youtube.com/playlist?list=PLbuAq6UI2Ch-mkAmXctxeOlJ3IUZuA8OS&si=YEBmdZ_ofywFzvtK
Simple youtube search. I'm sure these help. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKSGhwMHBsRVFtZHdpcTJyYXJKV3VQZWRYYzVodi1HTnI1VmNsUnVfQWJIUjRkU1FsTHNyV2RBVk0tbGc2ZEZmcTNXaGRFZXBqY3llc1BxR1BoOEZyS3c9PQ== | Z0FBQUFBQm9FZ1VKSm1QYUZMNG1ONy1YRzFKY0lENGtUNFQ5ZUplTV9EOUFFNjhUTHdMdXNoNlNhUmVPQVowdGVMWGpwaG5rX1BlZkpQdmVQNmFSS24ybTBRRklWQXhpQTdCc3daa3lscTg3em96ZTFsUnFMS2JQUF92dWRfb3IweEZ2bDFmeHk5eXRnVnl4ZmJDMGdOc3FRWFMzdGs0VjNNV1MwWWs3SUZzM0Q0NTRxV2sxUVVOaC1JbGk1N2JEZl9wSGFhRWFCTE14U1B0TGJpajhtenhESnBFN2VwcU5sdz09 |
I think the best option is to launch straight to Raydium and skip the bonding curve of Pumpfun. That's what the real successful tokens do.
There are several different Solana launchpads you can use but the best one I have found is Launchy.fun they have the lowest creation fees of any launchpads I have found that launch directly to Solana / Raydium. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKMWJXSkM5b1BYRGVTNmtUejdCM0hjWXNnbjdGUVo0T1doaUU3Mjl0LVB6NnZhbzF4Y1oySHdNM3B4TXlFMGc0X0NrRzVfeDVqLTJHeGdxLUZ4TGhJUjhPbUFNYlZ3UzlRbUhqUzhHZms0bFk9 | Z0FBQUFBQm9FZ1VKeHd6S29rQ0EtalViQ04xai1MZl9xbEQ4QmhOTHRqNkhiaWxQelBWSFRNaU9TU0ktVFpCWkx4REF2ZW41bUw4N3RsdXlqMkU2S2I5TVVKM20wNUp2aURHWUw5bVU2YVJlZDNJTEk5LXROYlJtZEpFSW9qd0FkdFZBWmltSTNoVU1GaURYVFJwMlZYaWhpWFVCQ1ozMXZ6QnBJUUh4M1U4dXBmRzA3eWtBS0F6cnpPTlgyMVI5bmdhTTExV2E3Ylhr |
cant send link the solana will delete my comment. Just visit the website using the name bro | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKNHlwMGNsc2hJbGVzZ1FOdTVGMDl0QWtKcWpjV0N3WnNaaWhBVmlLVm5ORkJvU19DbnRQQmNOLU1vRnVDVkU0a3hHZVVWV2lVbzNjaTlVWGt2WlY5ZFE9PQ== | Z0FBQUFBQm9FZ1VKMFBEczlhWHEtQXhpaW9JS3JHWVBNQTFlTWljRy1UdEtveWcycEh3RUowUVZvWG16d0otdEhyTkt2TFFGTGRZc0dELURRM3NoTVA1ZTRlUTZRN0Q3T3FoZ0NLYzMtQ2RWd0VrWFNXbGttcDBGOUZEc0wwdzZXUm9vaVhVZ3kxQi1DVVRadEtvdnctUnd5VVQwQThiZ3NTeW41aUdrSXFYdV9pMjU0R2RUQnpBelY4MTV3Y0tteHhqbTF2Q29uQzlNZ1dLXzRycDFwR203N3JsS3dLZ1dWdz09 |
and you are a brown immigrant from the UK | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKUUhMbUY2WndxWDhxMDV0Q1ZGMERGYmQ3c3RsLVpiUWdZWjMwdTU1bXk1QUxOWGh2RnNGRGpnbUVwZC1rODY3WWpyOUJlaGdwRXNsQktGT2pvTEJOQ2c9PQ== | Z0FBQUFBQm9FZ1VKWHZIR2hsOW9nN2x4LXB3QUQzc2dVMV9UZ1dXQXZoVVVGdmNYc25qcWhkVUtGTno5aHdMWV9BRTk0WmdxS3ZwcUxkbnh3OUtFTTNGendzZlEwaWN2M0l0OXJCQTJWOHA5VFc5NE5iaHp3QURrbDhSZ21mdG9ZQ2s0UDhhdXVJZEtyN3h5SDRUNnlKV2Q3YlI5azdDLVdJT1hwMGktOG9aVVpDbndpbUJtMWlQZ3ZNNDgtV0YtRnhUVkhQak9aMWRPUUlpc0E3M3RRRnZNUDV6Y0MtUTd6UT09 |
Some of the projects were done by using the entire databricks ecosystem (which actually is much beyond the notebooks).
Then for cloud mainly azure and aws services.
Infrastructure with terraform or databricks asset bundles.
Devops with azure devops or GitHub actions.
Databases mostly MySQL or via cloud services like Cassandra (aws).
Model serving either in databricks or using airflow. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKOGNuc3VvU1RiQkVDZ19wMy1mN0M2LXFHM2E1Tms3U05GemVBNENFQ0xoajh5Wk5tTXVDM3VTRVdwaW1uTG1sWUpUWE5RcnBkSjFuOHlIMC0wVGRxR1E9PQ== | Z0FBQUFBQm9FZ1VKZ1IzUnhqSE1rb0FyVVhvdnZPRnBXSFZxbTlzRlhrSk9IeG1PSE96MVF4Z2gyOVBWY0VZSnVJY0pwbV94VEVoa3NRUDNqdzk2NmhpbWNCRkEzcUxmYnlZS3pKekh1M01DRVNLOTRIRUpfNFJXZVcyQ2FCdDRycTNTWmpYMks2TTB6Q2ZXeG5oSXBtc3Z4b01MR1dqMlRLamlyOTFueXgwWVNyTXFkWS1ueEYwRFNKb3RpY2J6cGdiT3BnOHRrd1hyVV9JazNpWDU0bjY3eHZpY2U4TV95UT09 |
Premature optimisation is the source of all evil
(Aniken meme checks out) | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKbFNzcGo2YzJGRWdUNzNFTXhpcmYyVHA2NzVHYk1WV1FKTFdpejllWE5LdkpiRGk3eWp2TUFXLXBrYTROcjV5REJYTmMxUWV1QnZvZi1yck84LUFraVE9PQ== | Z0FBQUFBQm9FZ1VKWVc4VmR4bWNfUUpEUGdDVlNWRXp0dGpoendpcDJWbl9OLURmNlRaNk90UFI4STlzU3R5ZVE1bWRaLUFkYTRUaUd6bXF1bjhSZ25sSHg3ZXhpUDg2a2haLWxMNkhJOThDRFVYcHRKRGJObmp6MEhVUElmSkx5blJLc1VBY1FGMXJOQm9pdExLeS1LcE5rZkw2LW1YMi1FeGw1d2pVbHd6ZmprdVdza2d5bFpLOUpfSjJrY1FHemZnUlVpYi1TX2dr |
Meme coin? | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKaWs1eEVGTGZGZDVpcTQ1alIzY2laeG1udjBaSXNmdVdpT3FNNDJjaS1PUk9sM1FscG9PR3JlWkkzLUpWcUYwOU1wci1FbmFNTEllbDkzVllKOENBTmc9PQ== | Z0FBQUFBQm9FZ1VKQjJMTDJDbFRONkVYQnlLd0hnQmt2aERJTjBvRENTQnNFcTJsd2dCN0M0WF9jVjliT3dGSGltUUdud3BQLVlzTUsxTXQ3LUFsWUozMnFKeFRDZUpSVDhCa0FjUU9LNGlMNk1IMktpaUdaa01tMmVlMnZBT01OOWIxTDJoODVYQ2s2bUpiLTJVR0M1RWdiVllWY0dLSE1UcUZic0g1NlN5eVBMSklNcEdnSERoUXIzbGhtQTRTZXFSckJ4cnZ6X0h0 |
Also talking about recsys models, there is a possibility to use these seq2seq-architecures in predicting customers next actions. But many companies are trying to force pre-trained GenAI in this process. I remember once in 2023 in a seminar one company gave presentation where they had experimentation by giving customer information to LLM and asking recommendations back. Surprise to all, the inference time did not meet production latency limitations. | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKejZIbzFOOHVvblBiMzJPZk9vWEt2YmlveFlCSS12VllVQXo0ZWxzZkczUUhRdkI3NXE4YkU0UjNYUE9xTHJhMDNCWGE2RU9mQ2pvUFlhWDRDYkNta0xnaHVRY2NCaGtKdGJyRk0tSU55NzA9 | Z0FBQUFBQm9FZ1VKSTdxcDBHVFhleFlrSzBQZUhSOUxMYWdONHdqdUwtcXdPbTBTZEhEbkRyczBjZWFKa2J6aG50TkotdmM0bnhMWU1DNlZ3VWhtdENweC1jZlctMVJNd01RXzcxSE0tM1ZRb09RR09DLWRjUHQ3NlpQWTQydC1RYm05UjlrQzc1N1VockpEQ1RRRkR1b3ZLU0xVc0hhSEFTb3pMQlFRWGVxY0U0TWktQnVZTnhwUWNQOUVHUXFXaDBFZmFzWXJPSDNqVlRIWDRKMXU2b1hNNmRLbkt4d1Q0UT09 |
That error used to drive me crazy too. I switched to using Prerich and now I just trade SOL directly without connecting Phantom or dealing with network mix ups. It logs me in with email and still lets me control my wallet. Way less stress. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKWlJsdmxoTWs3TExYZUNRTERRRXVnVi15S1BUX01hVnJIaWRNSFpKV0RSbUdMb2JwYlBoTEk4cXF1cmVmdzRfaWlxa3dmOTNQNXJGOGdNUU5taE5HLWc9PQ== | Z0FBQUFBQm9FZ1VKN2thX2hyanBaekVscGktV2VaZEtpalFydS1ySk03QVNBVE5jZU4xYldqcGR5VGlPLXRVNHNOUk9sM2VmRjg5d1JQd2dHeFE5N2ZjWXQteEo4bE95YTFXckk5MnQzOUt1QTF2NkttMHVMNjJ5cjVnTTdzV2VYVGZROFh4LXFuN2Zvbllnc0QtNUs0bkg4RDljWXNfUUFmODU0ME5Rbk5iZDJSZzk1NHF0a0ZoLVpNaHNsbTBFcGxkVWQydzZJVVBiQkwyT21rQjJUVGEwTU44TUdCYjUxUT09 |
ya this a old video i seen it a while back | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKVFk0Mk1nRlZiZS1HQm5qVHlHSFhCVmdQekZ0LWk3N3ZENEFHSW9jeTlnQWFRMGR0aFBTNlA4Yi0zQ0RuamJtZ25hemphZ3VMT01PdmlNY0hnbHdCR0RxZWdBWDU3R0VhaXB5dmtIUEdYWEk9 | Z0FBQUFBQm9FZ1VKMmlEa3c4S3ZCMnZHcEU0YWxYbDBXaG5HMXBTODNPVlV6WkZXa2dubHRtMjJzdEItVFJKLTNRYzQ0UlpvNkJfRFFqOTFNMkRkMFplM2pnck90MnMwaDFEcFdQUm1uVlpneWd1Y0ZUVlhyNWNaX1h4Y2R3QVpWQzkyb1R1T3NiaExFbU9PRVZOU2IxS0RfcVV6T3hGVVUzdTA4WWZYSjVLMER4cFZROFYxeV9nQnFidnB0OHFsSUd3eXVhdjhXbEVvM0NzWC1DRk1aMVprRkZkeVdvSXV0Zz09 |
I work mainly in forecasting, financial and price data so haven’t found many use cases for AI in this space yet.
I’m interested to know when you say calling a pre-trained LLM, is this an LLM you have trained on proprietary data, what’s the process for the kinds of projects and what sorts of problems are you solving? | r/datascience | comment | r/datascience | 2025-04-30 | Z0FBQUFBQm9FZ1VKU2toOUFyWFdFY2JBbTV6SkN2RFNfYWZ5dHRjQVJkQ01fLXN0dXNiOE1UOS01REVqcGMxSEdEU1ZEV196WVRocE05VzVWaXQwV01HLTRGZUViNXlzQlE9PQ== | Z0FBQUFBQm9FZ1VKNFJzNUFPTHlrTUNhbGdOVl9Dby1RSU1PS0pYa20tS3lnRlByLXU0d0dJODU5bXlvNU5xZWFHWTdZdzlRbXFDbUdIUUx6N2tzd3hvSTBEWmF0Zm5WY3dHT2tUWXZiLTg2dzVQWFFDOHZoYUVpb3poWmFORkJoUVFZMEhxZGFHZnlwY0x6U2thRlpmOW1zVFVha3E4Y21CQ3ZvVWZOcDlReDJodGFHck1SVFhTbnlNZ19qUGlJVHVUS3d6VDFsZUVYRWlLZnl1Ui1CS01oVUt3a2lmR2Njdz09 |
Yep, the whole retro gaming hobby is going down because Americans are getting shafted by tariffs. I'd better start unloading my collection here in Australia since it's all about to die. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKMnl1dF9RTHYwbkFoWGd5ZE5zaFk5dVE5RGdFM0stbXRqUHNoT0RZczZZZnQyX3d3MTRmM1FhbmJIVWVuY3RFS3hHZmJQekFaMVUyN3JXZHdkN1FlSVE9PQ== | Z0FBQUFBQm9FZ1VKUWtLR3dsX2d5MlFqOUhIcV93dTQtd3FzaXRMTTkxY0J5UWREU3RGSmRpSDJwYXFGUUdabG1WeW1XYjRLTWVSUUNKcUVWNEJQZzhneVlqejNaNVd5OEtKZkFTVVB4TWJKYXNfdkRudGk5WlpPUXNDbXh1VHFDUkx6bElFejlobFdJM0pYZ011REh0TDhHMXA1aUJMaElvMDJBRm1QcGJyZEN1anhHaW1LVGJ4ajk3MldWWnNFdGE1aFdQV2VMTjRZ |
You prolly thought it was metal gear SOLID 2 in the title but it's the original sequel for the MSX instead 😉 | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKVWlMUVhhenozVUx5Mmh6RkQ1ZVhka3hFUkVHdV9ZZlJiWElncDE2ZVZkVTBHOHllRE5ob3lDb0ZUbWpHTTNOa3FGLXFFZHU5VGkzdTkyX1FvODlJamc9PQ== | Z0FBQUFBQm9FZ1VKRDFreGUzaXFZVjVjOFdvYjdyX1pMVkk5TlZ1dHBCUTR2blg1WkVrUlFaektNUnYwbmxCLUM1QXlaQ0ZMMnJNY1hEdmRRMm80YUdKNThBekh6NVBZeTE2M0lnU3pNMkJEZ0tvZHlhOWYyUkJ1NnVYTW5ZSlYxcTRsVnNiTmJOU1dOYUhQd3ZOZnJMOEdOU1FwQnVXRmF1bXlGQndWV3k5eUl5TUhkc285X193Q2VUOExPWUh3QzZ5UTJ2ckZBYTI3U0pqbkJycVVsbGJERVhHTzY2OWZiWlo4YWJQVVJuTUt0Mm9qRjRieEFROD0= |
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*I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/retrogaming) if you have any questions or concerns.* | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKY2VwRWdYeHF1b2VLVDZ0dk9FMnljLTNCdE9ySHQ0SVRRUjRCRGhOQndJWUFtWV94MmJ6eE9hR2hrX291WmJBeEVyanJLTGJjbnRvMndzcHExUFJ1TEE9PQ== | Z0FBQUFBQm9FZ1VKaGpzVEloOUZ2WXZ4aTZtcldJOW42WjAzZ2RFWjA4VER5Yk5pNzh0Uks2MlE2bXpwNFBKZks4M1RtS0VHY1o2Z3hBem91ODJEWUJHZWpmamZTdy1xVWFCdzltdHNWQk9DdzBzRUFjQnU4dXZTRUdKYnpSVFVPSWZWLTczQnU5ZXdTd0x0Z3pyRFFVcldtQU5XeWhqRDdzTl8zRTc3bVFOSzh0aDd6ckE0bnBDd0RIa0FpSFhXTG9NLWR2V2xYTGR4 |
Good points. The centralization risk isn't just theoretical. Specific patterns like you mentioned indicating potential Sybil activity or coordination can be detected within LSP validator sets. i believe monitoring these signals will be essential in assessing the real risk profile. | r/solana | comment | r/solana | 2025-04-30 | Z0FBQUFBQm9FZ1VKSXpFdlZyb3NNTk94Ykx3Wmt1MUFtNzZQVFhmcWJqazJ1Ry1JcjNqZ0xUaXh3VVEzMjZ5QTJha1RPTGhiSTFWbUg5TnQ4MmZKNDRrX2pVNXdONnI3UEE9PQ== | Z0FBQUFBQm9FZ1VKN1kySy1VUGJvYWEzUjdrcGVuQ2taWC1QNlBiV0ZyRnFMWVJvNlAtbWtnVTFOYlcyR2cwTmJkYWdsQTFHai1pYmVYRWpjb3hPV1hhb2ZybWIyOVF3a1VtczZBSUNzT1UxV0o0VVN6LWk0UDZydUo3Q1Z1ZEtwMnlyMllVd2YzQVpiT1o5a3VoM0hrLVMxaW9hc3JRU0xRU0dJcy1QMkJETXVHUUEwbWlBUDkwV0Q0cm1tQUtaWm9xblhVUmdlOHF1RGFDWEdDc0lNTDhPOHVNTGRkU3gtUT09 |
Donald Trump claimed the election was rigged and stolen for four years when he lost. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKYTlTeWJFM25mNmtfaUJpSUQyd3dVWUhULV81QlNaak5JajltRnNNaW1HTldWcWhtVUtFM3dmN0pSQm9YcTlRbEFpQ1ZBUE5tbW5xdURZNERTUkxka2gxUHZYYmM4TzR3eXA4NG55WTFJTW89 | Z0FBQUFBQm9FZ1VKVXAxend5aVF2MkxqM3BBbkh0ekM3dVVCMDlDX3RCQmhjcklFcUFsOFhxZk10MHE1YmtuNXJXa2llVE95LV9sLU9Ld3NhbXMxYW9XSG03UV9zaFFEN2ZmTVR3VXIyN2s0NjJTbldPdmNNM3hVMjAwTG5ocktIT2pZTHB4V1h1ZlJGMUFTYnRpamRYclViNlZHdnctN1ZteDBnR1pWNTBGNXIxbkVZbEhzZkRPcVhwZWVGX0wyTW9UcTBGc3JidjNw |
Yes the transition should've happened a long time ago, but it's better now than never. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKTU1QMmNfcGNidk9zRlBWdHlaYnBIck5UOTNxeFV4X3BwWkVBai01M0tjMXRNMHJqWWFfVmNSSzZNcEtqU09vaWJPak9TNm1WMVkxalhoeUpZRnlPVWc9PQ== | Z0FBQUFBQm9FZ1VKdWZiTV9XVmVCOU1Ud25iNnRoNURKbVVWajZnR01UT2lQZk1scUdYOEItRUlZZFdZTEtKTU1yTDIwZ0hxVGdnQkdzdkV0QWF4TXd2eWY5Vzd0ZDJnckkxNWNGbDdLQXFBaG5WQURyY0tWRkV2UklGTF9FeHpJemI4a21zOE83N1QxWnhCUkVFRUpia0ZwQVQzUEFZT3BwNzc1NzFCNjFLWHhfTVhvdDZCdVcxdFI0dm1vc2llYVotN2kwTHcxaHls |
Business as usual in Canada, Europe and the rest of the world | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKOGQ2aHExODR1alNfbnllN3dpOE5nNGo0ZlNNOURmdnhBU3oxV09jSDJkMUlrUGlCQ04xSV95UlpHZ0c3RUF3ZXdnZXRUa2pNU2xLb0pVZUZrekR0Q1E9PQ== | Z0FBQUFBQm9FZ1VKeU1BVTQ3ZHJRbnAxV3ZpRDBxcDhaSXhENEg5aE5lcjFDZ2NwbFhXOGZTOFhSczlLekdZZmRFTk5PUjc4R2lXNUo5Z05hS0VlejFxS2NPSFhuVHJSckxLTkY0alZkQjl5bTZiRUV0bVBWXzdwMW0xS1hKYVdSY0lZOFRnTzJ3LTJxcTJHbVVSVWFZRUw3dllLN3JvTFo5Zld1Y0RYR1hqUzIwXy1DTzZPS3F1blBYMkJyNFZYYmd2NGVySjRaM3Bs |
Don’t be daft. They’re 4% of the global population. Thats basically everyone. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKSWdUM0lPbVZIWFFmYnhXbVJyMDZ6UmowNEp5NF81Q1puSHZHaVQ4SHZvRE4tc3hIektJUU00UHVZbjg0NE9WNHVzM0UxQ0xQdXFld3ZFRWY0a00zc2c9PQ== | Z0FBQUFBQm9FZ1VKMnhwWmRCdm1JWktJWXVTbXdSX1AwLWdRX3ZUdVRzbTlQNC1wc016R29JX2hUS05NaWVNQ29fODVWZW9nYXhKbWFGRlZiaWlMLWZEaXQtejU1cVZTRHRvaE9pbmY5SUw0UVd3NU0zY29ReHNSUXJ0NmtzYVZxb1R2NVJyWHlIOWFoQ2xaWkExaHNlS1lXM1VZbWxDT2szRVNZMWVVZ1hxa1ZOR0NvVnN3bmRwLUNnRXRGenBySHU1NWpWeE5jeE5U |
Exactly my thought! That looks like a USB port killer deluxe. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKN0hOVkdLOWx3bk9sN05veVdwQnBCUHJIQlRWcE1lcm1KcU9NR3QyRlh4UmV0ZDhWWHktSGQwUm5JZUpvSFJ1aFd2MzFwUjU3S2Q0Y08ydWhlNHJBWlE9PQ== | Z0FBQUFBQm9FZ1VKVEwtZzh5enM1SkdNNXQwU2xpQXdGdFVhR2xPa0dzOUJTTHpueUpSYmZJSGFONjBBOVhvbWw4RnhuZ1NSMjloM21vclAxVGI5RV85dzlTS1BPZFdwRm9ma3k0SVlyUDNpeWYzaVJ4a0RCNExsUElyUS1jenA2bUxicGphQUtTeXVidUVleUFMUEcxWFZIa2taWjlmZ0hzTVFJQVdxRVRxdG41UGhwLXktT3E3YnN3SmZORVlpWnhRSGs2QmVPQ1l1 |
Honestly MG2 becomes uglier the deeper you get into it, with a lot of backtracking and some parts you can't get through without a guide (or luck). But yeah, for its time, it was an amazing achievement.
I always laugh looking at Stallone and Connery's pics in the original's radio images (they changed their faces for the later remakes). | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKamt2RjF4bHctcFQzWENwVFVGWjh0ajZBZ2kzek9Ya0pwYU1QSzBpOFRPWEdmMjd5eU9XSldOdGljUDVVaGpuNVRxUHBQaXJKX0ZZbHpOZEpaU3VESGc9PQ== | Z0FBQUFBQm9FZ1VKaF9zWHFTdF9fSktWMG15NjZ5bmgxYXFOcnBsRnZzSG1oalVOZUc4ZUo5SVNxYkJrNEFHT3VkQVR6OUxJb1F0U2JFajh0Wjd1SXJpYThLTzFzVFNXekR4QzJ5R2Q1RklGZmNiYVN0cmhSREhlR1lZbzRhVjdZRndaNmpQLW5tb1pGeWNBOVJfQ3NfR0FScmd5dUxRaUp1cld1dm1iS3B6dG9SZVVTcEF6eENfVHJPVExuYUh2VmdEc01EVkZHNzQzTmJiSjdya3hwcTFDZ1JBUXVmVHNyUmJjWEtkUVBLemhIbFQ0Wk1LT3doZz0= |
Manufacturers are already building factories in the US, a semiconductor factory from TSMC for example.
As for the computer parts - it's not a labor depending industry, the US will manage. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKeGhWYUtsNUtjUnlKMGJRbDVENnV3OVhVdWg3amN2ODUxeUdXZG5NMTVXUlRHV3VtYTRWVDhxRmFFd2dIbFZ0VW1rTzNHbGxOeTF4U1U1VnJqMnlqZUE9PQ== | Z0FBQUFBQm9FZ1VKVk42aElzeFAwNmhZMUdhT2dMZ2lnOXNWVWFFcVlhMDdvNlZVallreEJYaWpkTGxPMWhiSG5MOGNYRnhHb042S0VsXzBrdDVQT3RfM0dQOWhwVlBlZloyYlpNQjFmdFl3VzVrSWlhb3JtZHU3UGZ6ci1EYVhxTWZHNm5LVXdJeWtjUGFjSlIybms1OGVoa3RSRzhrbkI5bTZ4WHQwSU1wanRyelRhQmdaczNCelZ2ZUhacFVhc0dscEhzdjlzX0NX |
It's typically the ones in power that has the opportunity to rig an election, not the incumbent. Also, don't fall down conspiracy rabbit holes, they're bad for your health. What you're seeing now, is a lot if people realising what they actually voted for and protesting. Add to that those who didn't vote for the cheeto, and you get a lot of people protesting and showing up at rallies. Thing is, as far as I know (I'm not from the US and haven't studied US politics) there is no way to remove a president who is a loose cannon on deck like you experience now. Unless you try to get him declared unfit because of age/mental state. And he hasn't really changed since before the election. Also that would mean Vance would take over. Not exactly great. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKNTRXVjQ1d0plWEtqMUwyNnFjZnFGU0JMS25WM0JqTzRORjFQMlR0OE5LeW1PM0dZNS1jWUtpWUVCU3kwemRtNTVvYnFlS1RUSHEyS2Y1NER0M05TTkE9PQ== | Z0FBQUFBQm9FZ1VKbmIwdWIxS29NS1Q4TGo4czIxaFg2R2xFS2VkMEtHMFBlSy1oaW1rSHJtU2JzSzBYeGpSNk1QVmczSlJLdEQ5WmdlZWlRaE5QWWpLVkpYbjZXTi1rX2VmV09yZ0k0NlozeUV0WVhXaWlCdXJocTJ1OGRQdV8xRGJzNDBveGd0TmNEbGlzcmhvcnRCZGxhakZZVHZnMWp4Um5KOVlsYV9IalNPeFIwR0l6V2RyalB5ejNrd3pJTUJpMGlORlhadEVk |
This is the most out of touch and unrealistic post I have seen in a long time. Do you really really think for one moment that the CEO class cares for the public one iota? They will NOT build factories full of happy well-paid American workers. That is not how the rich get rich, you have to understand that for there to be rich people a lot of people have to be poor. This world is finite and has finite resources, capitalism is based on infinite growth... Go figure | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKYnJJaDN6OXhpMzFVaDVfVVRfOHdrRjAyRUtSbFZkcUg5TS10T204XzRIOGtZelZscFY0QlFETW9rc2hJd0lPSHIzeTJKOW5ob3FvNHo5S1d4Y2J2ZEE9PQ== | Z0FBQUFBQm9FZ1VKcmUtSXgyMDVsWDg4NGxmSDR0R1RBX01teWppTlBmek5Ub0x3UWxYc1psRl9xUHZKcXFmNkVDMjgtZ0NoNGM4YkhFR0VVZDdhdkN3aWE3S0JLS0NiM3V2d3ZYQ3A1dnhyWmNxTnpuTGFnanFJQlR1Y0kxNGhIMUN2U1VuTGhWeGphRmhUZi00alp3ZkU0MVYtYVpsYm9mQzZIMG4yVDRXQmYwdGZ2XzczNE9IblVOVGJRSG0tNjFONXpLS015UDFr |
Wait. What?!
Do you mean the tariff nonsense *doesn’t* affect … oh, let’s say the UK?! | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKYndfMk5iUU9KeS1LWFExU0xYVEdWamhqd1lWelROWDVIOXdSU3V2R196T3JacDFmLXJaNVlxRGgwODZ2MzRkaUJFMmU3a1hIblJ5dmVSWGJETHFlUFE9PQ== | Z0FBQUFBQm9FZ1VKdVpyNlBNM21zV292VUp5YkpUYl9tRmgzeFAzNG9sdFJ2cnJuNDFRb2JQdEJiX2VJX2IzaWZ0OGlyckI3bW92eEtONTVOdllEbmFqdFNNSUJNTDVRc1hfanl2cXAybnMtbVBzVXV2NWpDczZEdnZ6d2NVeW5ySWd5MzlCaU5BSnBWNVotWHRPUllQUHM1eFZybTVhSnhDS3Q2QW1SX2FfNGZ1RFRkRnZobFNsc1JJYmVKTkNKZWdhVHBVQThCc3JJ |
If the worst thing to come out of this Trump presidency is retro gaming being more expensive, consider yourselves lucky.
Seriously, you’ve got bigger things to worry about. I suggest focusing your concern on those. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKSjVWdGQ2dU9oMDIyLVpqWUxlVS14SHJkeUdINlVnMVVzZkdYenRJYjJENFIzNjRjM19acTVrRTVuUWVZS0FxMThObHVnMWx2LWtRXzd3bDczd1pydVE9PQ== | Z0FBQUFBQm9FZ1VKSjd4TTd1LUxDRWhuWnN5QlFoZGkxZmlNMkh3dHdBeFJvLU5jS1U4ZHhncUx6bkFIRmdyUmJCQ2hLZFd3V3NiXzhrTjhYNWo4ZGhob1ZVc1Q5SmRQY2NsOUpLNkFJZEJQVnJJSHI1WXF3WG9EV1Q3elE3VHByeHk5eVJHLTRkbklKNGQyOWlJRElaTkd4Y3VzR2RuQVZiLVZrLXczOS1iOEdEcDdSTHF2WDdjOXpyb2U2NVM4WmdFWTNRR0VUYk96 |
Yeah it was the classic Nintendo remake/cash grab but that ending sequence is still a fantastic idea. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKN0RIUWhNN0hkTEpfZU9fazBrenNxaDdQMTNQQ0tUYXp3WEpiUWJpcVZJeTNaY2dlR1hobHBfcnRxbmRjRk9UUGVqVHlWakVaLTRncVl4bV9pLXJ0TVE9PQ== | Z0FBQUFBQm9FZ1VKbmNCUVdSOWdGek1SNEpvZWdoQXB2dEpSc3FJV0VwWmxwa3JoY1VrelJSZGxxV01NSUJ0VFhaSnBvVmNJSzJTVHgwRjRkSDlGZngxejJLZXFrZU9FSkt1blBDa1FZbDE1aHRlUUpreWVXTDNnTXdzek5KR2lHUXVmU01nTmF4bWlLdmpRRlBrLWgtY0x4R3FSX3dXQW9JY191Zm03TlRoZklEc2tGcGJQZ3VjQWl4T3RyQW9YU0FKb1EwdjZ4aEk5 |
Just US mate. You Americans are always in your own bubble. | r/retrogaming | comment | r/retrogaming | 2025-04-30 | Z0FBQUFBQm9FZ1VKNl9VT1R1YVo2ckJLRHRYaXdOQ2hjOUFDeWd5V0x1RTVZVkxHbTRBbVJ0MUt5NEItUXZ6YllWRnBYenl0R1NVQVpMelp1WXZ3ZHViMTRRR2JTV3dGckE9PQ== | Z0FBQUFBQm9FZ1VKR210MnVwcGFfaXdGNHR5N3FZeHo0WlV6bVpqb2FYUkFQWHkzOVBxanZNZVdDamtlRWxHbVZqcS1QblhKTU9DUHRtcUJhdDNEOFQtZ1lEdW1sYi10eEZKMXllMGNxQXdTSVU2VGZkLVlieUJtZE5EVWF2THJYUGwxWjhxWE81eEhGSF9UMGhyNVVENFpxTlRIU2wwOFc4UlZYVFdTbDN3TG1zWXJ3Vmo5ZWkzbGtfdVpIU1BMd0hUMjVsaGtEalR1 |
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