README.md

self-study-ml-roadmap

Collection of online learning resources to document self-teaching journey

• Self-compiled study materials by progress status
• Resource links are provided
• Hyperlinked public repos, if applicable, to the names
• Contents are subject to change

Note: All non-subscription based courses frequently go on sale e.g. $100 down to $15. I have not purchased any at their full retail price.

️💻 actively studying

category	link	name (and GitHub repo, if applicable)
Cloud	AWS	AWS Certified Cloud Practitioner
Data Science	Dataquest	Data Scientist
Machine Learning	Coursera	Deep Learning ✅ Neural Networks and Deep Learning - Improving Deep Neural Networks - Structuring Machine Learning Projects - Convolutional Neural Networks - Sequence Models
Machine Learning	Kaggle
Machine Learning	Udemy	Deep Learning A-Z
Machine Learning	📖	Hands-On Machine Learning with Scikit-Learn, Keras & Tensorflow
Python	Udemy	100 Days of Code: Python

✅ completed

category	link	name	cert
AI	Coursera	AI for Good	🔖
AI	Elements of AI	Intro to AI	🔖
Machine Learning	Coursera	Machine Learning	🔖
Machine Learning	Udemy	Machine Learning A-Z	🔖
Python	Udemy	Automate the Boring Stuff	🔖
Python	edX	CS50P: Introduction to Programming w/ Python - Final Project: In-n-Out Calorie Tracker	🔖
Python	Dataquest	APIs and Web Scraping w/ Python	🔖
SQL	Dataquest	SQL Fundamentals	🔖
SQL	PGExercises	Postgresql exercises	None

️⏸️ in the queue

category	link	name
AI	Google Cloud	Introduction to Generative AI
AI	📖	Artificial Intelligence: A Modern Approach (4th ed.)
Computer Science	📖	A Programmer's Guide to Computer Science vol. 1
Data Analytics	AWS	AWS Certified Data Analytics
Data Science	📖	An Introduction to Statistical Learning w/ Python
Machine Learning	Udemy	XGBoost Deep Dive w/ Python and Pandas
Machine Learning	Coursera	Natural Language Processing
Microsoft Azure	Microsoft	Microsoft Azure Fundamentals
Machine Learning	📖	Deep Learning
Computer Science	📖	A Programmer's Guide to Computer Science vol. 2