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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:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Cohere ai Cohere python Streaming Chat
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
Principles
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:Datajuicer Data juicer Operator Fusion
- Principle:Lm sys FastChat OpenAI Compatible API Serving
- Principle:ClickHouse ClickHouse Compile Time Reflection
- Principle:Deepseek ai Janus ODE Denoising
- Principle:ArroyoSystems Arroyo Failure Detection
- Principle:Langchain ai Langgraph Development Server
- Principle:AUTOMATIC1111 Stable diffusion webui UI Component Pattern
- Principle:Guardrails ai Guardrails Telemetry
- Principle:Dagster io Dagster Dbt Project Integration
Implementations
- Implementation:ARISE Initiative Robosuite PickPlace Environment
- Implementation:CrewAIInc CrewAI MCP Server Adapter
- Implementation:Kubeflow Kubeflow Manifests E2E Testing
- Implementation:Apache Paimon DataTypeDefaultVisitor
- Implementation:Mlc ai Mlc llm MLCEngine Generate
- Implementation:Ray project Ray PlacementGroupCreationOptions
- Implementation:Langfuse Langfuse Web Env Config
- Implementation:Haifengl Smile NearestNeighborGraph
- Implementation:Googleapis Python genai Interactions Streaming
- Implementation:Ray project Ray RayCallGenerator
Heuristics
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Wandb Weave Payload Size Limits
- Heuristic:Open compass VLMEvalKit Video Frame Sampling Configuration
Environments
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Marker Inc Korea AutoRAG GPU PyTorch Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Onnx Onnx Python Runtime Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime
- Environment:Sgl project Sglang Grafana
- Environment:Kornia Kornia PyTorch Python Environment