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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:Mlc ai Mlc llm Model Compilation
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Kserve Kserve Deploying InferenceService
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:MarketSquare Robotframework browser Browser Test Authoring
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:VainF Torch Pruning CNN Pruning
Principles
- Principle:MarketSquare Robotframework browser ES2015 Module Transpilation
- Principle:Datahub project Datahub UI Access
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:Iamhankai Forest of Thought Majority Vote Consensus
- Principle:LLMBook zh LLMBook zh github io Training Loop Execution
- Principle:Nightwatchjs Nightwatch Session Cleanup
- Principle:Run llama Llama index Text Chunking
- Principle:Farama Foundation Gymnasium Environment Interaction Loop
- Principle:Pola rs Polars Multi Format Data Writing
- Principle:LMCache LMCache CacheBlend Connector Initialization
Implementations
- Implementation:Langfuse Langfuse DashboardService Types
- Implementation:Huggingface Transformers Quantization Verification Pattern
- Implementation:Marker Inc Korea AutoRAG Generate QA Ragas
- Implementation:Avhz RustQuant Power Backend
- Implementation:Sktime Pytorch forecasting NBeats From Dataset
- Implementation:NVIDIA DALI Paddle ResNet Model
- Implementation:Openai Openai node Beta Realtime Resource
- Implementation:Hpcaitech ColossalAI BaseModel
- Implementation:Openai Openai python Response Prompt
- Implementation:SeleniumHQ Selenium HasCapabilities
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Apache Dolphinscheduler JDBC Security Blocklist
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
Environments
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Tencent Ncnn Build Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Iamhankai Forest of Thought OpenAI API Credentials