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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:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
Principles
- Principle:Interpretml Interpret EBM Excel Export
- Principle:Huggingface Datatrove Pipeline Type Constants
- Principle:Deepset ai Haystack Document Language Classification
- Principle:Huggingface Datasets Dataset Builder Resolution
- Principle:Allenai Open instruct Reference Logprob Caching
- Principle:Ucbepic Docetl Optimized Pipeline Review
- Principle:Cypress io Cypress Headless Test Execution
- Principle:Huggingface Datasets Cache Dataset Building
- Principle:Explodinggradients Ragas LLM Provider Abstraction
- Principle:OWASP Www project top 10 for large language model applications Entry Publication
Implementations
- Implementation:SeldonIO Seldon core Seldon Pipeline Status
- Implementation:Evidentlyai Evidently Legacy IsValidSQL Feature
- Implementation:Cypress io Cypress SetupV8Snapshots
- Implementation:Microsoft Playwright BiDi Protocol Core Types
- Implementation:Lance format Lance StreamingWriteSource
- Implementation:MarketSquare Robotframework browser Settings Stack
- Implementation:EvolvingLMMs Lab Lmms eval EmbSpatial Utils
- Implementation:Protectai Llm guard Relevance
- Implementation:FlowiseAI Flowise DocStoreInputHandler
- Implementation:Explodinggradients Ragas DataCompyScore Metric
Heuristics
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:LMCache LMCache Chunk Size And Default Config
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
Environments
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Alibaba MNN GPU CUDA Environment
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:FlagOpen FlagEmbedding Finetuning Environment