Useful Links
Reinforcement Learning
- Key RL Papers: Most influential papers in RL research.ð
- Introduction to Reinforcement Learning: Excellent introduction to Reinforcement Learning
- UCL Course in RL: Popular RL course given at University College London by David Silver.
Machine Learning / Statistics
- Towards Model Explainability using SHAP: A new avenue in model explainability for ML models.
- Maximum Likelihood and Maximum A Posterior Explained: Understanding these basic concepts in statistics.
- The Data Science Lifecycle: Everything about DS projects.
- Recipe for Training Neural Networks: Hands-on tips and tricks.
- Colah’s Blog: Interesting machine learning blog with excellent visual explanations and intuitions.
- Guide to Feature Extraction: Hitchhiker’s guide to feature extraction.
- Predictive Maintenance Solutions: Predictive mainentance solutions from a Machine Learning perspective.
- It’s not just p=0.048 vs. p=0.052: Another discussion about statistical significance.
- Data Project Checklist: Data projects are much more than training an accurate model.
- Neat Visualisations: Neat visualisations of important statistical concepts.
Programming
- C++ Quiz: Fun C++ puzzles.
- C++ Annotations: Excellent reference manual for the C++ programming language.
- Teach Yourself to Program in 10 Years: Not everything happens overnight.
- String Formatting in Python 3: Take advantage of the advanced string formatting techniques in Python 3.
- The Missing Semester of Your CS Education: Short course to master essential productivity tools for programmers.
- The Internals of PostgreSQL: Deep-dive into the internal of the database that everyone uses.
Miscellaneous
- DeepL Translator: Best language translator.
- Hacker News: Tech news.
- Why Books Don’t Work: Argument why books are ineffective for absorbing knowledge.
- 100 Best Books of the 21th Century: Includes some of my favourite books.
- Sapiens as a blog post: Relates to the link-above about why books don’t work. This is an excellent way to freshen up your memory of the book.