Public and Open Data Sources
- Awesome Public Datasets
- AWS Registry of Open Data
- Google Dataset Search
- Kaggle Datasets
- UC Irvine Machine Learning Repository
- OpenML Datasets
- Wikipedia Article – List of datasets for machine-learning research
- Federal Reserve Economic Data (FRED)
- World Bank Open Data
Machine Learning
- fast.ai course v3
- Machine Learning Mastery Blog
- Deep Learning Models by Sebastian Raschka
- Data Science and AI Tech Notes by Chris Albon
- Pragmatic AI Labs by Noah Gift
- Made with ML
Natural Language Processing
- Natural Language Processing with Python by Steven Bird, Ewan Klein, and Edward Loper
- Microsoft NLP Recipes (GitHub)
Time Series and Quantitative Finance
- Forecasting: Principles and Practice – Rob Hyndman and George Athanasopoulos
- Machine Learning for Algorithmic Trading by Stefan Jansen
Software and Web Development
- Python for Everybody by Dr. Chuck Severance
- Web Applications for Everybody by Dr. Chuck Severance
- Django for Everybody by Dr. Chuck Severance
- The Flask Mega-Tutorial by Miguel Grinberg
- Developer Roadmaps
Infrastructure and DevOps
- Google Colaboratory
- PythonAnywhere Console
- Paperspace Console
- AWS: Documentation | Architecture Center | SDKs and Toolkits
- GCP: Documentation | Architecture Center | Developer Center
- Azure: Documentation | Architecture Center | Azure for Python Developers
- DevOps Essentials on AWS