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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:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Speechbrain Speechbrain Text to Speech Training
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Onnx Onnx Model Validation
- Workflow:Trailofbits Fickling Safe ML Model Loading
Principles
- Principle:Astronomer Astronomer cosmos Airflow Plugin Documentation Hosting
- Principle:Online ml River Drift Adaptive Evaluation
- Principle:Cypress io Cypress Test Specification Authoring
- Principle:Mlfoundations Open flamingo Pretrained Weight Loading
- Principle:EvolvingLMMs Lab Lmms eval Metric Definition
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Langchain ai Langgraph Checkpointer Configuration
- Principle:DataTalksClub Data engineering zoomcamp Kafka Consumer Pattern
- Principle:Interpretml Interpret Interactive Visualization Rendering
- Principle:Helicone Helicone App Provider Composition
Implementations
- Implementation:Microsoft Agent framework Pip Install Agent Framework
- Implementation:Apache Paimon DataTypeFamily
- Implementation:Spotify Luigi Parameter Types
- Implementation:CarperAI Trlx Reward Function Interface
- Implementation:Ollama Ollama Quantize
- Implementation:Unstructured IO Unstructured OpenAIEmbeddingEncoder Embed Documents
- Implementation:Lance format Lance Java ColumnAlteration
- Implementation:Kubeflow Pipelines Convert CSV To Parquet Op
- Implementation:Langchain ai Langchain BaseChatModel Invoke With Tools
- Implementation:OpenHands OpenHands SaasNestedConversationManager Refresh Tokens
Heuristics
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:LLMBook zh LLMBook zh github io Reward Model LM Regularization
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Dagster io Dagster Mandatory Ruff Formatting
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
Environments
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Infiniflow Ragflow GPU CUDA Environment
- Environment:Openai Whisper Numba
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:Ollama Ollama CGo Runtime