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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:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:BerriAI Litellm Observability Integration
- Workflow:CrewAIInc CrewAI Sequential Crew Execution
- Workflow:Openai Evals Running a single eval
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Datahub project Datahub Spark Lineage Capture
- Workflow:Openai Openai agents python Tool Integrated Agent
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
Principles
- Principle:Nautechsystems Nautilus trader Venue Configuration Schema
- Principle:LaurentMazare Tch rs Scalar Value Wrapper
- Principle:Sail sg LongSpec Website UI Components
- Principle:Ollama Ollama ImageGeneration
- Principle:Heibaiying BigData Notes Storm Application Packaging
- Principle:Deepset ai Haystack Retrieval MAP Evaluation
- Principle:SeldonIO Seldon core Pipeline Version Progression
- Principle:Huggingface Datasets CSV Import
- Principle:Online ml River Streaming Adjusted Rand
- Principle:DevExpress Testcafe Test File Compilation
Implementations
- Implementation:Openclaw Openclaw PluginsConfig SkillsConfig Types
- Implementation:SeleniumHQ Selenium Closure Url
- Implementation:Open compass VLMEvalKit VCRBench Cau Acc
- Implementation:Openai Openai node Speech Resource
- Implementation:Open compass VLMEvalKit SeePhys Utils
- Implementation:OpenHands OpenHands GithubManager Add Reaction
- Implementation:Infiniflow Ragflow EmbedAppModal Component
- Implementation:BerriAI Litellm Anthropic Cache Control Hook
- Implementation:Apache Beam InMemoryJobService Prepare
- Implementation:LaurentMazare Tch rs Imagenet Load Image And Resize224
Heuristics
- Heuristic:Princeton nlp Tree of thought llm Ad Hoc Value Map Scoring
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
- Heuristic:Lucidrains X transformers Rotary Position Embedding Selection
- Heuristic:Togethercomputer Together python Fine Tuning Parameter Validation
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Groq Groq python Error Handling Hierarchy
Environments
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Getgauge Taiko Docker Container