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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:Open compass VLMEvalKit Adding Custom VLM
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Dagster io Dagster Dbt Integration
Principles
- Principle:Huggingface Datatrove IPC Data Reading
- Principle:Huggingface Trl Reward Function Definition
- Principle:Microsoft BIPIA Prompt Construction With Defense
- Principle:Vespa engine Vespa Container Image Building
- Principle:Ray project Ray Dependency Compilation
- Principle:ThreeSR Awesome Inference Time Scaling Readme Merge And Sort
- Principle:Webdriverio Webdriverio Test Framework Integration
- Principle:Huggingface Transformers Output Postprocessing
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Langchain ai Langgraph Pregel Execution Algorithm
Implementations
- Implementation:Microsoft BIPIA Prompt Construction Pipeline
- Implementation:Alibaba MNN FlatBuffers IDL Gen Text
- Implementation:Datajuicer Data juicer CharacterRepetitionFilter
- Implementation:NVIDIA TransformerEngine JAX Cpp Attention
- Implementation:Speechbrain Speechbrain Brain Init
- Implementation:Turboderp org Exllamav2 Ext RoPE
- Implementation:Huggingface Optimum Is Backend Available
- Implementation:NVIDIA TransformerEngine GEMM Config
- Implementation:OpenGVLab InternVL Wrap Backbone LoRA
- Implementation:Arize ai Phoenix Legacy Utils
Heuristics
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Openai Openai python Retry Backoff Strategy
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:LaurentMazare Tch rs Device Fallback Pattern
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
Environments
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Langgenius Dify Vector Database Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Cypress io Cypress Linux Display Server
- Environment:Microsoft Onnxruntime Distributed Training Environment