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Гео и язык канала
США, Английский
Категория
Технологии
Статистика
Фильтр публикаций


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Algorithms for Massive Data

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Stanford's "Design and Analysis of Algorithms" Winter 2025

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"Data Structures & Algorithms using Python"

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Stanford’s Machine Learning - by Andrew Ng

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cs229.stanford.edu/main_notes.pdf

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🔗 Machine Learning from Scratch by Danny Friedman

This book is for readers looking to learn new #machinelearning algorithms or understand algorithms at a deeper level. Specifically, it is intended for readers interested in seeing machine learning algorithms derived from start to finish. Seeing these derivations might help a reader previously unfamiliar with common algorithms understand how they work intuitively. Or, seeing these derivations might help a reader experienced in modeling understand how different #algorithms create the models they do and the advantages and disadvantages of each one.

This book will be most helpful for those with practice in basic modeling. It does not review best practices—such as feature engineering or balancing response variables—or discuss in depth when certain models are more appropriate than others. Instead, it focuses on the elements of those models.


https://dafriedman97.github.io/mlbook/content/introduction.html

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Introduction to Machine Learning Class Notes by Huy Nguyen

https://www.cs.cmu.edu/~hn1/documents/machine-learning/notes.pdf

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Репост из: Data Science Machine Learning Data Analysis Books
#MachineLearning Systems — Principles and Practices of Engineering Artificially Intelligent Systems: https://mlsysbook.ai/

open-source textbook focuses on how to design and implement AI systems effectively


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Linear Algebra

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Exercises in Machine Learning

This book contains 75+ exercises

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arxiv.org/pdf/2206.13446

GitHub Repo: https://github.com/michaelgutmann/ml-pen-and-paper-exercises

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Pandas Introduction to Advanced.pdf
854.8Кб
📄 "Pandas Introduction to Advanced" booklet

👨🏻‍💻 You can't attend a #datascience interview and not be asked about Pandas! But you don't have to memorize all its methods and functions! With this booklet, you'll learn everything you need.

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Показано 20 последних публикаций.