tahamajs/DRL / course_notes
2.22 GB
13,063 files
Updated 4 months ago
Name
Size
README.md859 Bytes
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advanced.md62.2 kB
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bandits.md66.9 kB
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exploration.md5.24 kB
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hierarchical.md4.31 kB
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imitation.md3.91 kB
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index.md1.96 kB
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intro-to-phase2.md4.45 kB
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intro-to-rl.md35.9 kB
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inverse.md3.55 kB
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meta.md3.36 kB
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model-based.md72.9 kB
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multi-agent.md3.44 kB
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offline.md3.56 kB
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policy-based.md41.3 kB
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policy-based2.md40 kB
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value-based.md27.7 kB
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value-based2.md27.3 kB
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README.md

course_notes/ – Topic Notes

Markdown notes that mirror lecture content and extend the slides with proofs, derivations, and reading pointers.

Files

  • intro-to-rl.md, intro-to-phase2.md – onboarding and course flow.
  • bandits.md – multi-armed bandits and regret basics.
  • exploration.md – exploration strategies and intrinsic motivation.
  • advanced.md – advanced RL miscellany.
  • hierarchical.md – options, temporally extended actions.
  • imitation.md – behavioral cloning, IRL.
  • inverse.md – inverse reinforcement learning.
  • meta.md – meta-learning and fast adaptation.

How to read

Start with intro-to-rl.md, then follow the lecture order: bandits → exploration → value-based/policy topics → hierarchical/imitation/meta. Each note links to references; check the slide number cues when cross-referencing.

Total size
2.22 GB
Files
13,063
Last updated
Jun 22
Pre-warmed CDN
US EU US EU

Contributors