Oh, now that's just ridiculous. You found a way to build things indirectly without humans understanding the circuits that get found. Of course there's interesting algorithms inside there! You just don't know what they are.
RESEARCH
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Speculation on token probabilities and tokenization artifacts
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Just a guess but maybe “ouches” and “unction” are strings just below some threshold of probability of following a space to earn a token? E.g. “unction” would be from function names (where “f” is swallowed by an unseparated prefix) and “ouch” often follows an open-quote or dash.
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Deep Reinforcement Learning Hands-On Guide Third Edition
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Deep #ReinforcementLearning Hands-On — A practical and easy-to-follow guide to RL from Q-learning and DQNs to PPO and RLHF: http://
amzn.to/3MV9o60 [Third Edition] v/ @PacktPublishing ———
#AI #MachineLearning #DeepLearning #DataScience #DataScientist
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𝓚𝓮𝔂 𝓕𝓮𝓪𝓽𝓾𝓻𝓮𝓼: -
Fuzzy Pattern Matching and Reasoning: Plausibility vs Optimality
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It's highly plausible that fuzzy pattern matching, when iterated sufficiently many times, can asymptotically turn into reasoning (it's even possible that humans do it basically in this way). But that doesn't mean it's the optimal way to do reasoning.
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50 Days Python Data Analysis Challenges Book for Beginners
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50 Days of Data Analysis with #Python — The Ultimate Challenges Book for Beginners, with Hands-on Challenges using PANDAS, NumPy, Matplotlib, Sklearn and Seaborn: https://
amzn.to/3uQfgrR by @RealBenjizo —————
#ML #AI #DataScience #DataScientist #Coding -

Master NLP from Foundations to Large Language Models with Python
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Mastering #NLProc from Foundations to #LLMs — Apply Advanced NLP Techniques to Solve Real Business Problems using #Python: http://
amzn.to/3TawZDK by @lior_gazit & Meysam Ghaffari
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#DataScience #GenerativeAI #AI #MachineLearning #DeepLearning #GenAI #ML #DataScientist -

Machine Learning and Deep Learning Techniques for Imbalanced Data
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#MachineLearning and #DeepLearning Techniques for Handling Imbalanced Data: http://
amzn.to/3Wuch3C v/ @PacktPublishing Purchase of print or Kindle book includes free PDF eBook copy.
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#DataScience #DataScientist #AI #Statistics #ML #DataLiteracy #DataFluency
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What you will -
Essential AI Models to Follow and Learn About Today
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The Top AI Models You Should Know About
#AI #AIio #BigData #ML #NLU #Futureofwork @ahier @guzmand
@DavidBrin @denisegarth @dez_blanchfield @diioannid @DioFavatas @gerald_bader -
Deterrence Over Incarceration: Probability Catches Strategy
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"Because increasing the probability of getting caught has such a strong deterrent effect, it is our ticket out of mass incarceration." – @jenniferdoleac
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Fastest Autograd in the West: Advanced ML Technology
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Fastest Autograd in the West https://
bit.ly/4i2ZcXn #AI #MachineLearning #DeepLearning #LLMs #DataScience