Building AI that makes autonomous decisions using world models, artificial curiosity, and temporal abstraction
dreamerv3. Mastering Diverse Domains through World Models
3.5khandout. Turn Python scripts into handouts with Markdown and figures
2kdreamerv2. Mastering Atari with Discrete World Models
1.1kdreamer. Dream to Control: Learning Behaviors by Latent Imagination
614crafter. Benchmarking the Spectrum of Agent Capabilities
570daydreamer. DayDreamer: World Models for Physical Robot Learning
449layered. Clean implementation of feed forward neural networks
241mindpark. Testbed for deep reinforcement learning
163director. Deep Hierarchical Planning from Pixels
122ninjax. General Modules for JAX
74elements. Building blocks for productive research
72embodied. Fast reinforcement learning research
65computer-game. Data-oriented voxel game engine
39diamond_env. Standardized Minecraft Diamond Environment for Reinforcement Learning
39portal. Fast and reliable distributed systems in Python
35crafter-baselines. Docker containers of baseline agents for the Crafter environment
30granular. Fast dataset format and loader
25sets. Read datasets in a standard way
20voxel-smoothing-2d. Orientation independent bézier smoothing of voxel grids
18scope. Scalable metrics logging and analysis
18teleport. Efficiently send large arrays across machines
16course-machine-intelligence-2. Jupyter Notebook
12npgame. Write simple games in Numpy!
12dotfiles. Mac and Linux config
11semantic. Python
10training-py. My solutions to programming puzzles
9imptools. Tools for improving Python imports
8awesome-rl-envs.
8bridgewalk. Visual reinforcement learning benchmark for controllability
7fidjax. Frechet Inception Distance in JAX
7cowherd. Partially-observed visual reinforcement learning domain
6definitions. Load and validate YAML definitions against a schema
5map-pdf. Generate printable PDF documents from Leaflet maps
4tdmpc2. Code for "TD-MPC2: Scalable, Robust World Models for Continuous Control"
4modurale. Modular real time engine for computer graphics applications
4couse-ml-stanford. Programming assignments for the Stanford Machine Learning course by Andrew Ng
3invoicepad. Freelancer solution covering time tracking, invoice generation and archiving
3seminar-knowledge-mining. Wikimedia image classification and suggestings for article authors
3minerl. Java
3training-cpp. My solutions to programming puzzles
3training-ml. Python
2mujoco_playground. An open-source library for GPU-accelerated robot learning and sim-to-real transfer.
2AMO. [RSS 2025] AMO: Adaptive Motion Optimization for Hyper-Dexterous Humanoid Whole-Body Control
1KibotoVision. A version of Kiboto that allows for live video analysis of a game
1learnxinyminutes-docs. Code documentation written as code! How novel and totally my idea!
1PPO-RND. Random network distillation on Montezuma's Revenge and Super Mario Bros.
1jumper. Platformer and puzzle solving game written in Python
1tensorflow. Computation using data flow graphs for scalable machine learning
1planet. Deep Planning Network: Control from pixels by latent planning with learned dynamics
1bigym. Demo-Driven Mobile Bi-Manual Manipulation Benchmark.
1course-ml-fuberlin. Python
1tf_optimizers. Optimizers in tensorflow from scratch
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