Masoud's Notes

10 RL Stability Tests That Detect Collapse Before Rewards Drop

How to catch reinforcement learning collapse early with the right stability tests, before headline reward metrics tell you everything is fine.

9 min read   ·   April 06, 2026

2026   ·   reinforcement-learning   mlops   deep-learning   ai   ·   ai-research

Part 3: Stepping into the World – Tabular Value-Based Methods

9 min read   ·   April 03, 2026

2026   ·   reinforcement-learning   machine-learning   ai   mdp   sarsa   q-learning   ·   reinforcement-learning

Part 2: The Multi-Armed Bandit – Mastering the Art of Choices

6 min read   ·   April 02, 2026

2026   ·   reinforcement-learning   machine-learning   ai   multi-armed-bandit   ·   reinforcement-learning

Part 1: A Comprehensive Introduction to Reinforcement Learning (RL)

7 min read   ·   April 01, 2026

2026   ·   reinforcement-learning   machine-learning   ai   dpo   ·   reinforcement-learning

Beyond Correlation: A Guide to Causal Inference and Impact Evaluation

Navigating the Potential Outcomes Framework to extract true causal signals from observational data.

9 min read   ·   March 31, 2026

2026   ·   data-science   machine-learning   causal-inference   impact-evaluation   ·   ml-papers