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Why should you learn the math in AI and machine learning? Is maths in AI and ML really important? Why should you learn the math in machine learning? Do we need in depth math for AI and ML? If you are a beginner transitioning into AI and ML, you need to learn the math. Math is important in machine learning and AI- I present my thoughts based on my experience. As a beginner, self-taught machine learning and AI researcher, I can tell you that learning the math can be challenging. If you are looking for content on machine learning for beginners, this is for you. Whether you are in college or learning part time after work, I hope these tips help you.
Stay tuned to stay ahead of the curve in the world of science!
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Books:
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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#coding #ai #machinelearning #sciencemajors #datascience #python
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My website 🖥️: https://kra268.github.io/KeerthanRaoWeb/
Buy me a coffee ☕️: https://buymeacoffee.com/chemcoder
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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_
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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