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 — full-stack AI/ML coding agent
- Leeroopedia MCP — knowledge search for any coding agent
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:Fede1024 Rust rdkafka Produce Consume Roundtrip
- Workflow:Groq Groq python Audio Transcription
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Huggingface Transformers Model Benchmarking
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Predibase Lorax Server Deployment
- Workflow:Openai Openai node Fine Tuning
Principles
- Principle:Apache Druid Datasource Introspection
- Principle:Ucbepic Docetl LLM Powered Document Ranking
- Principle:Astronomer Astronomer cosmos Async Operator Execution
- Principle:Lm sys FastChat LLM Judge Evaluation
- Principle:Spotify Luigi Task Simulation
- Principle:Googleapis Python genai Tuning Job Configuration
- Principle:Ggml org Llama cpp PresetConfiguration
- Principle:Spotify Luigi Web Visualiser Monitoring
- Principle:Huggingface Transformers Pipeline Forward Pass
- Principle:Apache Paimon Utility Infrastructure
Implementations
- Implementation:Scikit learn Scikit learn KNeighborsGraph
- Implementation:Infiniflow Ragflow Chat Utils
- Implementation:SeleniumHQ Selenium Closure UI MenuButton
- Implementation:CARLA simulator Carla VehicleLightState
- Implementation:NVIDIA NeMo Curator ImageFilterBase
- Implementation:Kornia Kornia Guided Filter
- Implementation:Langchain ai Langchain AIMessageChunk Accumulation
- Implementation:Interpretml Interpret PoissonDevianceRegressionObjective
- Implementation:Google deepmind Mujoco MJX Warp Types
- Implementation:Open compass VLMEvalKit Physics Eval Utils
Heuristics
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Microsoft Semantic kernel Prompt Injection Safety
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Allenai Open instruct GPU Memory Utilization
Environments
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Datajuicer Data juicer Ray Cluster Environment
- Environment:Mlc ai Web llm WebGPU Browser Runtime
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Online ml River Python Runtime Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Predibase Lorax Model Source Credentials
- Environment:BerriAI Litellm Observability Stack