In science, AI still does a poor job at finding interesting questions to solve in fields that don't have lists of known issues This has always been the hardest thing to teach PhDs: otherwise you find small problems or problems that don't advance the field or don't generalize etc
EDUCATION
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Classic Reinforcement Learning Textbook Recommendation
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Reinforcement Learning foundational book (2nd edition of this classic mathematical textbook): http://
amzn.to/3UtbeAa
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#DataScience #AI #MachineLearning #ML #Mathematics #Gamification -

50 Machine Learning Projects for Understanding LLMs and Transformers
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50 ML projects to understand LLMs — Investigate transformer mechanisms through data analysis, visualization, and experimentation: https://
amzn.to/3P8ztDt via @PacktPublishing @PacktDataML —————
#AI #GenAI #MachineLearning #DataScientist #DataScience -

Educational Resource: Deep Learning Mathematics and Modeling
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“Inside Deep Learning — Math, Algorithms, and Models” available at http://
amzn.to/3wDJEmc
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#DataScience #AI #MachineLearning #ML #NeuralNetworks #Mathematics #DataScientist #Python -

Educational Resource: The Hundred-Page Language Models Book
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The Hundred-Page Language Models Book — Hands-on with PyTorch: http://
amzn.to/4sJl7YC by @burkov -

Machine Learning with PyTorch and Scikit-Learn Book Promotion
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Massive 774-page book by @rasbt "#MachineLearning with #PyTorch and Scikit-Learn: Develop #ML and #DeepLearning models with #Python” at http://
amzn.to/4oGqtBP
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#DataScience #AI #NeuralNetworks #ComputerVision #DataScientist -

Comprehensive Step-by-Step Guides for Deep Learning with PyTorch
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Deep Learning with PyTorch — Step-by-Step Beginner's Guides (3 volumes) Vol.1 (Fundamentals): http://
amzn.to/4aRmIUv Vol.2 (Computer Vision): http://
amzn.to/4s88BkD Vol.3 (Sequences and NLP): http://
amzn.to/49bh5h2
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#MachineLearning #ML #AI #DataScience #DataScientist -

Python Machine Learning by Example Resource
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Python Machine Learning By Example: http://
amzn.to/3MczBwk v/ @PacktDataML +
GitHub: http://
github.com/PacktPublishin… 518-pages! What you will learn: Machine learning best practices throughout data preparation and model development Build and improve image classifiers using -

Educational Resource for AI and Machine Learning Programming
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AI Programming with Python — From Zero to Hero: http://
amzn.to/43TkNea Thorough introductions to #AI, #MachineLearning, and #DeepLearning Hands-on introductions to #Python Discussions of supervised and unsupervised learning Explorations of classification and -

Comprehensive book on machine learning algorithms
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Comprehensive 798-page book explains “every #ML algorithm from A to Z” — I have a copy and love it! >> "Mastering #MachineLearning Algorithms" at http://
amzn.to/37cDZ7F by @GiuseppeB — #Python #DeepLearning #AI #DataScience #Mathematics #Calculus #DataScientist