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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:FlagOpen FlagEmbedding Reranker Inference
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Zai org CogVideo Video Captioning
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Lm sys FastChat MT Bench Evaluation
Principles
- Principle:Microsoft Agent framework Chat Client Configuration
- Principle:Neuml Txtai Custom Function Tools
- Principle:LaurentMazare Tch rs Batch Evaluation
- Principle:Diagram of thought Diagram of thought DAG Reconstruction
- Principle:MarketSquare Robotframework browser Test Cleanup and Failure Handling
- Principle:Haotian liu LLaVA Distributed Worker Control
- Principle:Protectai Modelscan Issue Severity Classification
- Principle:Helicone Helicone Analytics Storage
- Principle:Deepset ai Haystack Document Writing
- Principle:Langchain ai Langchain Vector Store Initialization
Implementations
- Implementation:Cleanlab Cleanlab Find Label Issues
- Implementation:Cohere ai Cohere python ChatMessage Model
- Implementation:Microsoft BIPIA Load Bipia Supervised Data Module
- Implementation:Hpcaitech ColossalAI NaiveExperienceMaker
- Implementation:Evidentlyai Evidently Legacy Sentiment Feature
- Implementation:Online ml River Linear Model PA
- Implementation:CARLA simulator Carla Python Commands Bindings
- Implementation:Datajuicer Data juicer RayExecutor Run
- Implementation:Tensorflow Serving Fast Read Dynamic Ptr
- Implementation:Explodinggradients Ragas RougeScore Metric
Heuristics
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Spcl Graph of thoughts Budget Gated Benchmark Execution
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Explodinggradients Ragas Deprecation Migration Guide
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
Environments
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Sgl project Sglang CPU
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Mistralai Client python Python SDK Environment