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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:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Onnx Onnx Version Conversion
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:NVIDIA DALI Custom Operator Development
Principles
- Principle:FMInference FlexLLMGen Data Wrangling Setup
- Principle:Eventual Inc Daft Data Materialization
- Principle:Pytorch Serve Neural Machine Translation
- Principle:Facebookresearch Audiocraft Conditioning Preparation
- Principle:TobikoData Sqlmesh CICD Automated Test Execution
- Principle:ContextualAI HALOs AlpacaEval Benchmarking
- Principle:Avhz RustQuant Monte Carlo Option Pricing
- Principle:Pyro ppl Pyro Mixed Effect HMM
- Principle:Obss Sahi COCO Evaluation
- Principle:Datahub project Datahub CLI Installation
Implementations
- Implementation:Lance format Lance Java JsonFields
- Implementation:Apache Kafka Docker Buildx Build Push
- Implementation:Apache Druid SubmitTaskQuery
- Implementation:Haosulab ManiSkill PegInsertionSide
- Implementation:Interpretml Interpret BoosterShell Hpp
- Implementation:Scikit learn contrib Imbalanced learn CondensedNearestNeighbour
- Implementation:Marker Inc Korea AutoRAG Load Yaml Config
- Implementation:EvolvingLMMs Lab Lmms eval Consolidate Results
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Marts Models
- Implementation:ARISE Initiative Robosuite DataCollectionWrapper
Heuristics
- Heuristic:Microsoft Onnxruntime ORTModule Wrapping Order
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Apache Spark K8s Container Patterns
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
Environments
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Apache Airflow Database Backend Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:SeldonIO Seldon core Docker Compose Local Environment