upb-lea/reinforcement_learning_course_materials resource

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1191 stars · 258 forks observed · 2026-08-28

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Open course materials for a university reinforcement learning course, including LaTeX lecture slides, tutorial exercises with solutions, Jupyter notebooks, and recorded lecture videos. Licensed CC BY 4.0 for reuse by students and lecturers.

Use cases

• learn reinforcement learning from scratch
• find lecture notes on Markov decision processes and temporal-difference learning
• set up a university RL course with existing slides and exercises
• practice RL with tutorial tasks and solutions
• self-study reinforcement learning with videos
• get Jupyter notebook exercises for RL algorithms

When to choose

• you want a complete, structured RL curriculum with videos and exercises
• you are a lecturer reusing open course material under CC BY
• you prefer theory-first learning with worked solutions

When to avoid

• you need a production RL library or framework
• you want only code without lectures or theory
• you need a license permitting redistribution beyond CC BY terms

Facets

learning-resource · maturity active

machine-learning reinforcement-learning developer-tools reinforcement-learning education machine-learning tutorials python cross-platform lecture-notes open-educational-resources jupyter-notebooks latex-slides online-videos university-course self-learning

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markdown · JSON · MCP: product_card(name="upb-lea/reinforcement_learning_course_materials")