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:Microsoft Playwright Codegen test recording
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Dotnet Machinelearning ONNX Model Scoring
Principles
- Principle:Datahub project Datahub Spark Event Interception
- Principle:LLMBook zh LLMBook zh github io Low Rank Adaptation
- Principle:Huggingface Trl PPO Training Loop
- Principle:Langchain ai Langgraph Task Definition
- Principle:VainF Torch Pruning Latency Benchmarking
- Principle:Lance format Lance Fragment Rewriting
- Principle:NVIDIA DALI PyTorch Data Output
- Principle:MarketSquare Robotframework browser Installation Path Selection
- Principle:Microsoft Autogen Hierarchical Agent Composition
- Principle:Neuml Txtai Text Tokenization
Implementations
- Implementation:Apache Druid ExecutionDetailsPane
- Implementation:Google deepmind Dm control MJCF Find Modify
- Implementation:Hpcaitech ColossalAI GRPOConsumer
- Implementation:Alibaba MNN RapidJSON Reader
- Implementation:Huggingface Transformers Fetch Hub Objects For CI
- Implementation:Explodinggradients Ragas BaseBackend Class
- Implementation:Infiniflow Ragflow FeedbackDialog Component
- Implementation:Alibaba MNN OpenCL CL2 HPP Header
- Implementation:Google deepmind Mujoco Engine Collision SDF
- Implementation:Vllm project Vllm SGL MoE
Heuristics
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Lance format Lance BM25 FTS Configuration
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
Environments
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Google deepmind Dm control Python MuJoCo Runtime