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 Alignment handbook ORPO Single Stage Alignment
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Turboderp org Exllamav2 LoRA Adapter Inference
Principles
- Principle:Isaac sim IsaacGymEnvs Randomization Parameter Definition
- Principle:Langgenius Dify Workflow Publishing
- Principle:Zai org CogVideo Lookup Free Quantization
- Principle:Openclaw Openclaw Extension Verification
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Pola rs Polars Streaming Engine Configuration
- Principle:Cypress io Cypress Cloud Telemetry Recording
- Principle:Avhz RustQuant Day Count Conventions
- Principle:Ggml org Llama cpp ComputeGraph
- Principle:Mlflow Mlflow Trace Destination Configuration
Implementations
- Implementation:Microsoft Autogen Studio Generate Image Tool
- Implementation:Triton inference server Server OrcaHTTP
- Implementation:Anthropics Anthropic sdk python Beta MessageCreateParams
- Implementation:Kserve Kserve Alibi Helper
- Implementation:Apache Paimon SpecialFields
- Implementation:Tensorflow Serving Hashmap Source Adapter
- Implementation:Openai Openai agents python RunResult
- Implementation:Onnx Onnx Function Inliner
- Implementation:Lance format Lance Chunker
- Implementation:Ucbepic Docetl Directive OperatorFusion
Heuristics
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:Huggingface Optimum Version Conditional Behavior
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
Environments
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Hpcaitech ColossalAI ColossalQA RAG Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Shiyu coder Kronos DDP Multi GPU Environment
- Environment:Treeverse LakeFS Web UI Environment