2nd Edition at https://
amzn.to/45Y3LyI Graph Machine Learning โ the latest advancements in graph data to build robust machine learning algorithms. ๐๐ฎ๐ ๐๐ฎ๐ช๐ฝ๐พ๐ป๐ฎ๐ผ: Master new graph ML techniques through updated examples using PyTorch Geometric and Deep Graph Library
@kirkdborne
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Graph Machine Learning Guide Uses PyTorch Geometric and Deep Graph Library
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Free Book Teaches Mathematical Foundations of Machine Learning
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Math for Machine Learning and Artificial Intelligence โ FREE 479-page PDF on The Mathematics & Statistics Foundations of Data Science: https://
microsoft.com/en-us/research
/video/foundations-of-ds/
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amzn.to/3EBc8Q2 #AI #ML #DataScientist -
Updated Mathematical Theory of Deep Learning Available as PDF
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Mathematical Theory of Deep Learning [download 333-page PDF]: https://
arxiv.org/abs/2407.18384 *UPDATED*
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See also this book: https://
amzn.to/3BqaW5e
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A Primer Explains Hidden Markov Models
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17-page PDF explains Hidden Markov Models (HMM): https://
web.stanford.edu/~jurafsky/slp3
/A.pdf
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JPMorgan Guide Surveys Machine Learning and Alternative Data for Investors
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This classic FREE 280-page PDF report from @JPMorgan provides an excellent framework for Machine Learning, AI, and Data Science investors, including an overview of types of alternative data and a brilliant tutorial on ML methods to analyze the data: https://
cpb-us-e2.wpmucdn.com/faculty.sites.
uci.edu/dist/2/51/files/2018/05/JPM-2017-MachineLearningInvestments.pdf
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Machine Learning Textbook for Scientists and Engineers Available as PDF
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Download 348-page PDF eBook >> Machine Learning for Scientists and Engineers: https://
smlbook.org/book/sml-book-
draft-latest.pdf
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Free Deep Learning Textbook Covers Mathematical Methods and Implementations
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[Free 737-page PDF download] Mathematical Introduction to Deep Learning โ Methods, Implementations, and Theory: https://
arxiv.org/abs/2310.20360
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Free Resource Explains Foundations of Large Language Models
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Foundations of Large Language Models: https://
arxiv.org/abs/2501.09223 [277-page PDF]
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Applied Causal Inference Guide Uses Machine Learning and AI
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[Download 496-page PDF eBook] Applied Causal Inference Powered by Machine Learning and AI: https://
arxiv.org/abs/2403.02467
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#ML #DataScience #Algorithms #Statistics -
Open Machine Learning Systems Textbook Exceeds 2,000 Pages
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Machine Learning Systems โ The Principles & Practices of Engineering Artificially Intelligent Systems: https://
mlsysbook.ai by @profvjreddi [Updated 2000+ pages PDF] Open-source textbook on how to design and implement AI systems effectively.
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#ML #MLOps #DataScience