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:MaterializeInc Materialize Docker Image Build
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:OpenHands OpenHands Third Party Runtime Integration
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Langchain ai Langgraph CLI Deployment
- Workflow:Treeverse LakeFS External Data Import
- Workflow:Haosulab ManiSkill Sim2Real Deployment
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Google deepmind Mujoco Offscreen video recording
Principles
- Principle:ARISE Initiative Robomimic Algorithm Instantiation
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Ggml org Llama cpp DiffusionGeneration
- Principle:Facebookresearch Habitat lab Task Dataset Selection
- Principle:Huggingface Datatrove Data Inspection
- Principle:Turboderp org Exllamav2 Bit Allocation Optimization
- Principle:Langchain ai Langchain Structured Output Extraction
- Principle:MaterializeInc Materialize Parallel Stress Testing
- Principle:Ggml org Llama cpp Batch Processing
- Principle:Openclaw Openclaw Channel Setup
Implementations
- Implementation:Infiniflow Ragflow DialogService Update Retrieval Settings
- Implementation:Lance format Lance SubstraitCodec
- Implementation:Apache Shardingsphere MetaDataContextManager Facade
- Implementation:NVIDIA NeMo Curator Benchmark Runner
- Implementation:Langfuse Langfuse EventsTable Definition
- Implementation:Vibrantlabsai Ragas Text2SQL DB Utils
- Implementation:Zai org CogVideo MoVQ 2D Modules
- Implementation:Explodinggradients Ragas Collections ResponseGroundedness Metric
- Implementation:Alibaba ROLL Platform
- Implementation:SeleniumHQ Selenium Civetweb API
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Kserve Kserve Prefix Cache Consistency
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Apache Spark Partition Sizing Tips
Environments
- Environment:Apache Airflow Database Backend Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Intel Ipex llm XPU Serving Environment