bartkowiaktomasz/cs-learning

Roadmap to learn Computer Science/Machine Learning/Data Science

Computer Science Learning

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

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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