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⚡ AI Lessons
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
1d ago
“The Hidden Problem with Pass-Rate Rewards in Reinforcement Learning for Code Generation”
If you’ve trained reinforcement learning models for code generation, you’ve probably used pass rate as the reward. Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
1d ago
How Machines Learn to Make Decisions: A Practitioner’s Guide to Reinforcement Learning
Imagine a thermostat that has to decide, right now, whether to turn the heating on. A simple version just checks the current temperature… Continue reading on Me
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
A Practical Guide to Implementing the REINFORCE Algorithm in Python (Part 5)
Learn how to build the REINFORCE algorithm from scratch using Python, PyTorch, and Gymnasium with a step-by-step, beginner-friendly… Continue reading on Medium
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
A Practical Guide to Implementing the REINFORCE Algorithm in Python(Part 3)
Learn how to build the REINFORCE algorithm from scratch using Python, PyTorch, and Gymnasium with a step-by-step, beginner-friendly… Continue reading on Medium
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
Soft Actor-Critic — Exploration Becomes Part of the Objective
Algorithms in Python— Advanced Reinforcement Learning, Part 5 Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
A Practical Guide to Implementing the REINFORCE Algorithm in Python(Part 2)
Learn how to build the REINFORCE algorithm from scratch using Python, PyTorch, and Gymnasium with a step-by-step, beginner-friendly… Continue reading on Medium
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
RLHF vs Agent RL: A Model Weight Diff Study
Weight Watchers: I put open models on the scale. This one started as a family-fork story and turned into something better: a… Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3w ago
RLHF: How AI Learned to Listen to Us
A quick moment of recognition Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
1mo ago
Proximal Policy Optimisation — The Clip That Made Policy Gradients Reliable
Algorithms in Python — Advanced Reinforcement Learning, Part 1 Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
1mo ago
SARSA — The On-Policy Sibling That Learns to Play It Safe
Algorithms in Python — Reinforcement Learning, Part 2 Continue reading on Medium »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
2mo ago
The More I Tuned My Reward Function, The Worse My RL Agent Got
A practical lesson from building a drone navigation agent and why simpler rewards often win in reinforcement learning Continue reading on Towards AI »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
2mo ago
Reinforcement Learning in Chip Design
Continue reading on AI Simplified in Plain English »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
2mo ago
Reward Hacking: How Reinforcement Learning Incentivizes AI
Reward Hacking: How Reinforcement Learning Incentivizes AI to Chase the Wrong Goal Continue reading on Towards AI »
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
2mo ago
Intelligent Routing with Reinforcement Learning (RL)
Reinforcement Learning (RL) is transforming network optimization by enabling systems to learn from real-time interactions. Instead of… Continue reading on Med
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
2mo ago
What is Reinforcement Learning?
Reinforcement Learning (RL) is a type of Machine Learning where an agent learns by interacting with an environment and receiving rewards… Continue reading on Me
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3mo ago
The Four Conditions: A Framework for Making Correctness the Path of Least Resistance in RLVR
You can read every RLVR paper from the last two years — DeepSeek-R1, DAPO, SCOPE, the Tsinghua mode-collapse analysis, the reward hacking… Continue reading on M
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3mo ago
What Google Doesn’t Tell You About Reinforcement Learning (And Why It Matters)
You’ve probably heard about reinforcement learning. It’s the AI technique behind AlphaGo beating world champions, robots learning to walk… Continue reading on M
Medium · Machine Learning
🎮 Reinforcement Learning
⚡ AI Lesson
3mo ago
RLHF Explained: The Secret Sauce That Makes Models Smarter
In 2022, OpenAI released InstructGPT, a model 100× smaller than GPT-3 that humans consistently preferred. The secret wasn’t architecture… Continue reading on Le
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