Top Math Resources You Need for Mastering AI & Machine Learning 📚

Discover the best books, courses, and tools to strengthen your math skills for AI and ML. Essential resources to accelerate your learning journey!

Top Math Resources You Need for Mastering AI & Machine Learning 📚
ChemCoder
67.1K views • Jan 13, 2025
Top Math Resources You Need for Mastering AI & Machine Learning 📚

About this video

These are the best maths resources machine learning and AI. The resources mentioned here ranges from books to online courses for ML and will help you master machine learning. If you are a beginner transitioning into AI and ML, you need to learn the math. These resources are easy to understand math for machine learning and AI. Math is important in AI and ML and these resources will show you exactly what you need. These resources will teach you the basics of machine learning (ML) and AI. If you are looking for machine learning for beginners, this is for you.

Stay tuned to stay ahead of the curve in the world of science!

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Books:
Ace the Data Science Interview: https://amzn.to/3QPJLp5
Elements of statistical learning: https://amzn.to/3WhAvNI
Introduction to statistical learning: https://amzn.to/4g0vZKq
ML book 1: https://amzn.to/4iAdlLN
PyTorch and sklearn: https://amzn.to/4gvfSFp
LLMs from scratch: https://amzn.to/4gauz11

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GitHub page for math resources: https://github.com/dair-ai/Mathematics-for-ML

Stanford Online: https://www.youtube.com/@UCBa5G_ESCn8Yd4vw5U-gIcg

DeepLearning.ai channel: https://www.youtube.com/@UCcIXc5mJsHVYTZR1maL5l9w

3Blue1Brown channel: https://www.youtube.com/@UCYO_jab_esuFRV4b17AJtAw

Andrej Karpathy: https://www.youtube.com/@UCXUPKJO5MZQN11PqgIvyuvQ

More about my learning journey: https://www.youtube.com/playlist?list=PLRfh8v6mu_F0UJZf6DKnS2athBG38USXS

Here's how you can get started with python: https://youtu.be/BMXKcbMknKU?si=rE4MSMMQgxFMyiXp

If you want to get started with the first lesson: https://www.youtube.com/playlist?list=PLRfh8v6mu_F3MrkmQb6ccoNBI5MbmbM_j

For workshops I have conducted before: https://www.youtube.com/playlist?list=PLRfh8v6mu_F0W7nD2bIDJUDzrPgGO2QK_

Erdos Institute boot-camp to learn ML: https://www.erdosinstitute.org/boot-camp

Coursera's ML course by Andrew Ng: https://www.coursera.org/specializations/machine-learning-introduction?

Welcome to ChemCoder. As a computational chemist myself, I had to transition to AI and ML towards the end of my PhD program and I have to admit, it was a lot of learning, making mistakes and late nights. If you are a graduate student, freshman, sophomore or a senior in college and wondering if this field of chemistry and programming is for you, you ARE in the right place! We as chemists or as scientists in general have a very unique position to learn and integrate our coding skills to bring new technology and innovation to the world. The future depends on us and our ability to learn, stay motivated and persistent in this difficult field. Join our community as we strive to get better every day.

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Published

Jan 13, 2025

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