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cs-learning-mai's Introduction

Computer Science Learning

This repository contains notes and solutions for various CS courses and assignments.

Note: For best experience consider installing MathJax Plugin for Github which allows for rendering MathJax in the browser

Introduction to CS

Type Course Source Notes/Solutions
Computer Science Basics HarvardX CS50: Introduction to Computer Science edX Link
Web Programming HarvardX CS50: Web Programming in JavaScript and Python edX Link

Algorithms

Type Course Source Notes/Solutions
Algorithmic Challenges HackerRank, LeetCode, Cracking the Coding Interview HackerRank, LeetCode Link
Algorithms MIT 6.006: Introduction to Algorithms Course website Notes

Cloud Computing

Type Course Source Notes/Solutions
AWS Solutions Architect Associate - Notes

Machine Learning

Type Course Source Notes/Solutions
Reinforcement Learning UCL&DeepMind COMPM050: Reinforcement Learning Course website Notes, Solutions
Machine Learning UBC CPSC 540: Machine Learning (Nando de Freitas) Youtube Playlist, Course Website Notes
Natural Language Processing (NLP) Stanford CS224N: NLP with Deep Learning Youtube Playlist, Course Website Notes

Mathematics

Type Course Link Notes/Solutions
Introduction to Statistical Learning Course website, Book (pdf), Lectures (youtube) Solutions (python)
Mathematics for Machine Learning Website, Book (pdf) Solutions (python)
Linear Algebra MIT 18.06: Linear Algebra Course website Notes

MLOps / DevOps / System Administration

Type Course Link Notes/Solutions
Linux Shell HackerRank Course website Link

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