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AI & ML


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Knowledge Hub:

101


CNN

CS231n - Convolutional Neural Networks for Visual Recognition:

RNN

NLP

ML OPS

Computer Vision

Advanced

Diffusion Models

Audio

Shazam Clone in Go - An example of signal processing

News

Papers/Books

Papers explained series:
Transformers usage:
LLM from Scratch_compressed.pdf
LLM from Scratch_compressed.pdf
3.6 MB
ML Notes.pdf
ML Notes.pdf
3.4 MB



Python for Data Analysis" by Wes McKinney (3rd Edition, 2022)
Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow" by Aurélien Géron (2nd Edition, 2019)
Introduction to Machine Learning with Python" by Andreas C. Müller and Sarah Guido
"Pattern Recognition and Machine Learning" by Christopher M. Bishop (2006) - A classic, but dense.
"The Elements of Statistical Learning" by Trevor Hastie, Robert Tibshirani, and Jerome Friedman (2nd Edition, 2009)

Projects

Practice



Data Engineering



Dev Ops



Systems Design




Computer Systems


Algorithms


Cloud

Self Hosting

Math




Finance/Investing

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