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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:ArroyoSystems Arroyo UDF Development
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Microsoft Onnxruntime Distributed Model Training
- Workflow:Openai Openai python Chat Completion
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Ollama Ollama Model Registry Operations
Principles
- Principle:Anthropics Anthropic sdk python API Request Execution
- Principle:Datajuicer Data juicer Data Format Loading
- Principle:Datahub project Datahub Stack Lifecycle Management
- Principle:Bentoml BentoML Service Dependency Injection
- Principle:Apache Airflow Monitoring Operations
- Principle:Vllm project Vllm Output Processing
- Principle:Openai Whisper Decoding Configuration
- Principle:Openclaw Openclaw Gateway Restart
- Principle:LaurentMazare Tch rs SGD Optimization
- Principle:Ray project Ray Artifact Publishing
Implementations
- Implementation:Iamhankai Forest of Thought CGDM Get Best Answer
- Implementation:LaurentMazare Tch rs No Grad Apply T
- Implementation:TobikoData Sqlmesh Theme Context
- Implementation:Hiyouga LLaMA Factory WebUI Top Component
- Implementation:Confident ai Deepeval TraceManager Configure
- Implementation:Google deepmind Mujoco MJX Types
- Implementation:Obss Sahi Coco From Coco Dict Or Path
- Implementation:Facebookresearch Habitat lab Timing
- Implementation:FlowiseAI Flowise AgentflowStickyNote
- Implementation:Onnx Onnx Helper Make Node
Heuristics
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Deepseek ai Janus CFG Weight Tuning
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Farama Foundation Gymnasium Box2D Physics Backend