Find the e-book (PDF, 3rd edition) *and* corresponding lecture slides from the Stanford Computer Science course CS246 “Mining Massive Datasets” at http://
mmds.org
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#DataScientist #DataScience #ML #MachineLearning #AI #Algorithms #Mathematics
EDUCATION
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Stanford CS246: Mining Massive Datasets eBook and Slides
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Pen and Paper Exercises in Machine Learning PDF Download
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"Pen and Paper Exercises in Machine Learning" Download 211-page PDF: http://
arxiv.org/abs/2206.13446 Author’s GitHub: https://
github.com/michaelgutmann
/ml-pen-and-paper-exercises
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#DataScientist #AI #ML #DataScience -
Free MIT Machine Learning Foundations Textbook PDF Available
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Free 505-page PDF textbook — “Foundations of Machine Learning” Download at the @MIT_CSAIL link below…
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Deep Learning Book with Interactive Multi-Framework Code and Math
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Deep Learning book at http://
D2L.ai Interactive Multi-Framework Code, Math, & Discussions: http://
github.com/d2l-ai/d2l-en ————
#DataScience #AI #MachineLearning #ML #DataScientist -
Database Management Systems DBMS Complete 931-Page Educational Resource
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Database Management Systems DBMS
[931-page PDF ebook]: https://
xuanhien.wordpress.com/wp-content/upl
oads/2011/04/database-management-systems-raghu-ramakrishnan.pdf
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Understanding Deep Learning: Free PDF eBook and Python Coding Exercises
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Understanding Deep Learning — 541-page PDF eBook and 68 coding exercises with Python code notebooks that cover all the topics in the book: http://
udlbook.github.io/udlbook/ …or buy the book here: http://
amzn.to/4qwof9k -
Machine Learning Patterns Predictions Actions PDF Guide
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[Download 309-page PDF] "Patterns, Predictions, and Actions: A Story About Machine Learning" at http://
arxiv.org/abs/2102.05242
…sharpen your Probability, Calculus, and Linear Algebra knowledge with this eBook.
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#DataScience #AI #ML #DataScientist #Mathematics -
Machine Learning Systems: Engineering Principles and Practices Guide
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Machine Learning Systems — The Principles & Practices of Engineering Artificially Intelligent Systems: http://
mlsysbook.ai by @profvjreddi [Updated 2020-page PDF] “Open-source textbook on how to design and implement AI systems effectively”
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#ML #MLOps #DataScience -
Bayesian Data Analysis and Probabilistic Modeling Guide
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Bayesian Data Analysis [download 677-page PDF Statistics eBook] at http://
sites.stat.columbia.edu/gelman/book/
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Do it in Pythonusing this Practical Guide to Probabilistic Modeling: http://
amzn.to/3w3tq9g —————
#DataScience #DataScientist #MachineLearning #ML #Inference #StatisticalLearning -
Causal Inference Course and Pearl’s Statistics Primer
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A First Course in Causal Inference: http://
arxiv.org/abs/2305.18793 [490-page PDF download] + Also see the book "Causal Inference in Statistics: A Primer" at http://
amzn.to/3Mrm2wO by @yudapearl #Probability #Mathematics #DataScience #ML #MachineLearning #DataScientist #DataAnalysis