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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:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Google deepmind Mujoco Offscreen video recording
Principles
- Principle:Huggingface Optimum Benchmarking and Evaluation
- Principle:Duckdb Duckdb C API Header Generation
- Principle:Apache Hudi Compaction Plan Generation
- Principle:Hpcaitech ColossalAI Ray Cluster Initialization
- Principle:Allenai Open instruct Generation Benchmarking
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Anthropics Anthropic sdk python SDK Infrastructure
- Principle:FlagOpen FlagEmbedding Long Video Understanding Evaluation
- Principle:Microsoft Agent framework Approval Request Detection
- Principle:EvolvingLMMs Lab Lmms eval HTTP API Model Serving
Implementations
- Implementation:Apache Airflow Provider Documentation Build
- Implementation:Sail sg LongSpec Answer Extraction
- Implementation:Onnx Onnx Printer To Text
- Implementation:Mlc ai Mlc llm Radix Tree Header
- Implementation:Online ml River Facto FwFM
- Implementation:Teamcapybara Capybara Selenium Find
- Implementation:NVIDIA NeMo Curator Resiliparse Extractor
- Implementation:Sdv dev SDV BaseMultiTableSynthesizer Fit
- Implementation:Datahub project Datahub Check Docker Quickstart
- Implementation:InternLM Lmdeploy Impl 884
Heuristics
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Microsoft Autogen Graph Validation Rules
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Openai Openai agents python Sensitive Data Logging Defaults
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
Environments
- Environment:Microsoft LoRA PyTorch CUDA Environment
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Sgl project Sglang Triton
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Ray project Ray Python Runtime Environment
- Environment:Microsoft Onnxruntime CUDA GPU Environment