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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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|---|---|---|
| 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:Explodinggradients Ragas Agent Evaluation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Openai Whisper Audio Transcription
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:Pytorch Serve LLM Deployment vLLM
- Workflow:Microsoft Playwright API testing
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Facebookresearch Habitat lab Custom Task Extension
Principles
- Principle:OpenGVLab InternVL Multimodal Data Preparation
- Principle:Kserve Kserve Local Model Caching
- Principle:Zai org CogVideo Video Frame Extraction
- Principle:Langgenius Dify Node Graph Composition
- Principle:Truera Trulens Feedback Result Retrieval
- Principle:Alibaba MNN Neural Network Inference
- Principle:HKUDS AI Trader Web Search Integration
- Principle:OWASP Www project top 10 for large language model applications Markdown To PDF Conversion
- Principle:Nightwatchjs Nightwatch Element Interaction And Assertion
- Principle:Scikit learn Scikit learn Parameter Space Definition
Implementations
- Implementation:Lance format Lance LegacyPackedStructEncoding
- Implementation:InternLM Lmdeploy Gemm Transform
- Implementation:Google deepmind Mujoco mj step
- Implementation:SeleniumHQ Selenium Closure SafeStyle
- Implementation:Confident ai Deepeval KeyFileHandler
- Implementation:Deepspeedai DeepSpeed Evoformer MMA Multistage
- Implementation:ArroyoSystems Arroyo Rabbitmq Connector
- Implementation:Nightwatchjs Nightwatch Core Type Definitions
- Implementation:Ggml org Llama cpp Pydantic Example
- Implementation:Ggml org Ggml Cpu riscv quants
Heuristics
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Zai org CogVideo CPU Offload Strategy
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Trailofbits Fickling Allowlist Maintenance
Environments
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Mistralai Client python Agents Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Protectai Llm guard API Server Deployment
- Environment:ArroyoSystems Arroyo PostgreSQL Database