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1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Fastai Fastbook Image Classification
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Openclaw Openclaw Docker Deployment
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:OpenRLHF OpenRLHF Iterative DPO
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
Principles
- Principle:Haosulab ManiSkill Digital Twin Construction
- Principle:Openai Openai agents python Shared Context
- Principle:Huggingface Trl DPO Policy Model Loading
- Principle:Haotian liu LLaVA Cloud Hosted Inference
- Principle:Zai org CogVideo Diffusion Sampling
- Principle:Haotian liu LLaVA Image Preprocessing
- Principle:ClickHouse ClickHouse PCG Random Number Generation
- Principle:Fastai Fastbook Random Forest
- Principle:Explodinggradients Ragas Swarm Message Conversion
- Principle:Marker Inc Korea AutoRAG Schema Construction
Implementations
- Implementation:ArroyoSystems Arroyo Pipeline Config Modal
- Implementation:ArroyoSystems Arroyo Operator Context
- Implementation:Treeverse LakeFS Java SDK Model AuthCapabilities
- Implementation:Microsoft Autogen Studio Component Templates
- Implementation:Google deepmind Mujoco MJX Inverse
- Implementation:Online ml River Stats Maximum
- Implementation:Kserve Kserve LLM Prefill Worker DP Config
- Implementation:Tensorflow Tfjs LayersModel Compile
- Implementation:Facebookresearch Habitat lab UserMask
- Implementation:Zai org CogVideo DiagonalGaussianDistribution
Heuristics
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
Environments
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Openclaw Openclaw State Directory And Credentials