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AI & ML

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Knowledge Hub:

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101

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ML For Beginners

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Deep Learning for Computer Vision⁠

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CNN

CS231n - Convolutional Neural Networks for Visual Recognition:

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RNN

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NLP

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NLP Course | For You

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ML OPS

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Computer Vision

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Advanced

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Practical Machine Learning

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OpenAI: Spinning Up in Deep RL

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Diffusion Models

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Audio

Shazam Clone in Go - An example of signal processing

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News

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ByCloud Newsletter

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Papers/Books

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The Journal - Filtered papers stream

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Papers explained series:

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Transformers usage:

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LLM from Scratch_compressed.pdf

3.6 MB

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ML Notes.pdf

3.4 MB

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Stanford Book: An Introduction to Statistical Learning

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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)

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Projects

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Practice

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LeetCode for ML

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Data Engineering

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IBM: Building ETL and Data Pipelines with Bash, Airflow and Kafka

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Dev Ops

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Systems Design

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Computer Systems

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Algorithms

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Cloud

Self Hosting

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Math

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Finance/Investing

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Books

Fundamental Analysis

Interpretation of financial statements by Warren Buffett

(Part of Series also has - Tao or Warren Buffett and Buffettology)

Understanding Michael Porter - Business Case Studies

Five rules for successful stock investors by Pad Dorsey

Competition Demystified

One upon wall street. (A good book to start with)

Value investing and Behavioral Finance by Parag Parikh - In Indian Context

Technical Analysis (read in order)

How to make money in stocks - William J. O’Neil

Secrets for profiting in bull and bear market - Stan Weistein

Trade like a stock market Wizard - Mark Minervini

Technical analysis explained - Martin J. Ping (huge book)

Philosophy of Investing

Masterclass with Super-Investors - Vishal Mittal & Saurabh Basrar

Market Wizards - Jack D. Schwager - Interviews of traders

The Little Book of Behavioral Investing (small book)

The Little Book that builds wealth - Pat Dorsey

Richer, Wiser & Happier

Cycles of the market

Bulls bears and other Beasts - A story of Indian Stock Market

Bull - A history of Boom and Bust

Capital Returns

Mental models

Pebbles of perception

The art of thinking clearly

The great mental models - A set of volumes on different subjects

Risk Taking Capacity

The Zurich Axioms - To make a risk taking capacity

Trading in the Zone -

Thinking in Bets

Random

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Audio Processing Notebooks

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