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:Huggingface Open r1 GRPO Reasoning Training
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Cypress io Cypress Local Development Environment
Principles
- Principle:Risingwavelabs Risingwave CI Integration Testing
- Principle:Spotify Luigi Spark Job Definition
- Principle:Ollama Ollama Compute Graph System
- Principle:Facebookresearch Habitat lab Benchmark Configuration
- Principle:Microsoft Agent framework Declarative Tool Binding
- Principle:Datajuicer Data juicer Data Mapping Transformation
- Principle:Getgauge Taiko Script Execution
- Principle:Evidentlyai Evidently Text Quality Reporting
- Principle:Open compass VLMEvalKit Video Dataset Configuration
- Principle:Apache Paimon Distributed Dataset Creation
Implementations
- Implementation:Getgauge Taiko TableCellWrapper
- Implementation:ARISE Initiative Robosuite TwoArmLift Environment
- Implementation:Mlc ai Mlc llm Router Serve
- Implementation:Langchain ai Langchain Pyproject Toml Configuration
- Implementation:Microsoft DeepSpeedExamples Build Dataset
- Implementation:Ollama Ollama Convert MLLama
- Implementation:Farama Foundation Gymnasium REINFORCE Update
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaBase
- Implementation:Microsoft Onnxruntime Fp16Conversions JVM
- Implementation:Tensorflow Serving Resnet K8s Manifest
Heuristics
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Alibaba ROLL Dynamic Batching Token Limits
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
Environments
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:Intel Ipex llm Windows Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Mit han lab Llm awq Python Runtime Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing