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:Mlfoundations Open flamingo Data Preparation
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Truera Trulens LangChain App Wrapping
- Principle:Lance format Lance Full Text Query Execution
- Principle:NVIDIA NeMo Curator Video Ingestion
- Principle:Langchain ai Langgraph Graph Configuration Management
- Principle:AUTOMATIC1111 Stable diffusion webui Application Lifecycle
- Principle:ArroyoSystems Arroyo Checkpoint Triggering
- Principle:Google deepmind Mujoco Forward Dynamics
- Principle:Online ml River Online Feature Extraction
- Principle:Google deepmind Mujoco Resource Provider
- Principle:Huggingface Datasets Dataset Object Construction
Implementations
- Implementation:Apache Beam StreamingEngineComputationConfigFetcher
- Implementation:Anthropics Anthropic sdk python MessageStream Get Final
- Implementation:Sktime Pytorch forecasting MovingAvg
- Implementation:Nightwatchjs Nightwatch Browser Page Factory
- Implementation:Open compass VLMEvalKit MMHelix Bridges Eval
- Implementation:AUTOMATIC1111 Stable diffusion webui Img2img sample
- Implementation:NVIDIA NeMo Aligner Process To Regression Format
- Implementation:FlowiseAI Flowise TagDialog
- Implementation:Microsoft Autogen Studio Common Fields
- Implementation:NVIDIA DALI RunImpl CUDA Kernel
Heuristics
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:Lance format Lance Fragment Sizing Strategy
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:TA Lib Ta lib python STOCHRSI Vs STOCH RSI
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
Environments
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Openai Openai agents python OpenAI API Credentials
- Environment:Alibaba ROLL Diffusion Video Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Risingwavelabs Risingwave Java Connector Environment