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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:Microsoft Playwright API testing
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Apache Paimon Table Read Write
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Google research Deduplicate text datasets Suffix array querying
Principles
- Principle:Ggml org Llama cpp RPC Distributed Inference
- Principle:Kserve Kserve InferenceGraph Specification
- Principle:Lance format Lance Schema Evolution
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Efficient Loading
- Principle:OpenBMB UltraFeedback Score Validation and Correction
- Principle:Protectai Llm guard Emotion Detection
- Principle:Facebookresearch Audiocraft Generation Parameter Configuration
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Apache Flink Rolling Policy
- Principle:Cleanlab Cleanlab Regression Label Quality Scoring
Implementations
- Implementation:HKUDS AI Trader STOP SIGNAL Check
- Implementation:Hiyouga LLaMA Factory NPU SwiGLU
- Implementation:Farama Foundation Gymnasium Vector NormalizeReward
- Implementation:Kornia Kornia Luv Conversion
- Implementation:Recommenders team Recommenders SVD NNI Training
- Implementation:LaurentMazare Tch rs Mmap Safetensors Load
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Intermediate Models
- Implementation:Tensorflow Serving Tfrt Regressor
- Implementation:Pytorch Serve ASR Emformer Handler
Heuristics
- Heuristic:Apache Beam Watermark Update Throttling
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:LLMBook zh LLMBook zh github io Greedy Decoding Temperature Zero
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:Confident ai Deepeval Dotenv Loading Order
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
Environments
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:HKUDS AI Trader MCP Services
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Wandb Weave Python SDK Runtime