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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:Datahub project Datahub Docker Quickstart Deployment
- Workflow:Duckdb Duckdb Extension Development And Distribution
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Sdv dev SDV Data quality evaluation
Principles
- Principle:Webdriverio Webdriverio HTTP Transport
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Langchain ai Langgraph Managed Value System
- Principle:Kserve Kserve VLLM Health Monitoring
- Principle:Apache Hudi Feature Exploration
- Principle:DevExpress Testcafe Build Pipeline
- Principle:Sgl project Sglang HTTP Server Deployment
- Principle:Haifengl Smile Numerical Conversion
- Principle:LaurentMazare Tch rs Operator Overloading
- Principle:MarketSquare Robotframework browser Installation Path Selection
Implementations
- Implementation:Langgenius Dify SyncWorkflowDraft
- Implementation:Elevenlabs Elevenlabs python ResourceMetadataResponseModel
- Implementation:Apache Hudi ClusteringPlanOperator NotifyCheckpointComplete
- Implementation:Kornia Kornia Colormap
- Implementation:Puppeteer Puppeteer ESLint Config
- Implementation:Elevenlabs Elevenlabs python DefaultAudioInterface
- Implementation:NVIDIA TransformerEngine Ops LayerNorm
- Implementation:Vespa engine Vespa ConfigSubscriber NextConfig
- Implementation:Haosulab ManiSkill TwoRobotPickCube
- Implementation:Haosulab ManiSkill OpenCabinetDrawer
Heuristics
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
- Heuristic:Lakeraai Pint benchmark Chunking Stride 25 Percent Overlap
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Explodinggradients Ragas Concurrency And Rate Limiting
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Huggingface Alignment handbook DPO Beta Selection
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Trailofbits Fickling PyTorch
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Farama Foundation Gymnasium JAX Functional Backend
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:TobikoData Sqlmesh BigQuery Connection