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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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|---|---|---|
| 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:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:NVIDIA NeMo Aligner Supervised Fine Tuning
- Workflow:Langchain ai Langgraph Functional API Workflow
Principles
- Principle:Apache Hudi Schema Change Planning
- Principle:Bitsandbytes foundation Bitsandbytes Int8 Vectorwise Quantization
- Principle:Heibaiying BigData Notes Storm Spout Implementation
- Principle:Trailofbits Fickling Benchmark Dataset Construction
- Principle:Volcengine Verl Parquet Export
- Principle:Datahub project Datahub Spark Listener Registration
- Principle:Mage ai Mage ai Schema Validation
- Principle:Webdriverio Webdriverio Source Analysis
- Principle:Microsoft Onnxruntime Source Framework Training
- Principle:Helicone Helicone Marketing Attribution
Implementations
- Implementation:Avhz RustQuant B Spline Interpolation
- Implementation:Google deepmind Dm control GLFW Context
- Implementation:Datahub project Datahub OpenLineageToDataHub ConvertRunEvent
- Implementation:Mage ai Mage ai Docs Site Configuration
- Implementation:ARISE Initiative Robosuite Make
- Implementation:LaurentMazare Tch rs A2C Agent
- Implementation:Neuml Txtai Callable Resolver
- Implementation:Microsoft Semantic kernel Google Embeddings TestData
- Implementation:Openai Openai node Zod Helpers
- Implementation:Truera Trulens StateGraph Compile
Heuristics
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:SeldonIO Seldon core Over Commit Memory Tip
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
Environments
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Datahub project Datahub Frontend Build
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:VainF Torch Pruning LLM Pruning Dependencies
- Environment:Infiniflow Ragflow Frontend Node Environment
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment