Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Diagram of thought Diagram of thought DoT Trace Extraction
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Pytorch Serve Model Deployment
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Huggingface Datatrove Synthetic Data Generation
- Workflow:OpenHands OpenHands Organization Onboarding
Principles
- Principle:Nightwatchjs Nightwatch Lifecycle Hooks
- Principle:MaterializeInc Materialize MCP Tool Discovery
- Principle:Hiyouga LLaMA Factory Shifted Sparse Attention
- Principle:Openclaw Openclaw Agent Creation
- Principle:Lm sys FastChat Leaderboard Dashboard Rendering
- Principle:FMInference FlexLLMGen Offloading Policy Configuration
- Principle:Tensorflow Tfjs Converter Installation
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Deepset ai Haystack LLM Text Generation
- Principle:Alibaba MNN PyMNN Installation
Implementations
- Implementation:Ollama Ollama Server Aliases
- Implementation:Openai Openai python Response Reasoning Summary Part Added
- Implementation:Risingwavelabs Risingwave OpendalSchemaHistory
- Implementation:Astronomer Astronomer cosmos Task Dependency Wiring
- Implementation:Mlc ai Mlc llm Metrics Impl
- Implementation:Lance format Lance Java VectorIndexParams
- Implementation:AnswerDotAI RAGatouille RAGTrainer Train
- Implementation:Anthropics Anthropic sdk python Messages Create
- Implementation:Online ml River Anomaly OneClassSVM
- Implementation:Farama Foundation Gymnasium InvertedDoublePendulumEnv V5
Heuristics
- Heuristic:Mlc ai Web llm Low Resource Model Selection
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Sktime Pytorch forecasting Gradient Clipping Value
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Heibaiying BigData Notes Maven Shade Packaging Tip
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
Environments
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:OpenHands OpenHands Integration Credentials
- Environment:DataExpert io Data engineer handbook PostgreSQL Docker Environment
- Environment:Apache Airflow Development Contributor Environment