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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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Browse by Category
| 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:Getgauge Taiko Headless Browser Testing
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:AnswerDotAI RAGatouille ColBERT Training
Principles
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Turboderp org Exllamav2 Model Weight Loading
- Principle:Roboflow Rf detr ONNX Runtime Validation
- Principle:Sktime Pytorch forecasting Model Training
- Principle:ClickHouse ClickHouse Base Library Compilation
- Principle:Openai Openai agents python Prompt Templates
- Principle:Online ml River Multi Output Learning
- Principle:Neuml Txtai Training Arguments
- Principle:Apache Spark Application Entry Point
Implementations
- Implementation:Datahub project Datahub Container Entity
- Implementation:Apache Paimon DLFAuthProvider
- Implementation:LaurentMazare Tch rs Resnet18
- Implementation:Allenai Open instruct PolicyTrainerRayProcess
- Implementation:Openai Openai node VectorStore FileBatches
- Implementation:ARISE Initiative Robomimic Custom Observation Modality Extension
- Implementation:Tensorflow Serving static manager h
- Implementation:ARISE Initiative Robosuite MujocoEnv Close
- Implementation:Ucbepic Docetl SplitOperation Execute
- Implementation:Risingwavelabs Risingwave Dashboard API Client
Heuristics
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Snorkel team Snorkel Binary Only Slicing
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Unstructured IO Unstructured Chunk Size Tuning
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:Mlflow Mlflow Nested Run Organization
Environments
- Environment:Datahub project Datahub Frontend Build
- Environment:Microsoft Onnxruntime Nodejs Runtime Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Huggingface Diffusers Attention Backends
- Environment:Testtimescaling Testtimescaling github io Python 3 Runtime
- Environment:Open compass VLMEvalKit API Keys And Credentials