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:Apache Paimon Blob Storage With Descriptors
- Workflow:Axolotl ai cloud Axolotl DPO Preference Alignment
- Workflow:Ggml org Ggml GPT2 Text Generation
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Helicone Helicone Local Development Setup
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Liu00222 Open Prompt Injection DataSentinel Detection
- Workflow:Astronomer Astronomer cosmos TaskGroup dbt integration
- Workflow:Volcengine Verl Data Preprocessing For RL
Principles
- Principle:Liu00222 Open Prompt Injection Attack Success Evaluation
- Principle:Online ml River Non Stationary Stream Loading
- Principle:Webdriverio Webdriverio Appium Service Lifecycle
- Principle:Microsoft Onnxruntime Optimized Inference
- Principle:Onnx Onnx External Data Conversion
- Principle:DataTalksClub Data engineering zoomcamp Data Source Configuration
- Principle:Astronomer Astronomer cosmos Render Configuration
- Principle:Trailofbits Fickling Hook Deactivation
- Principle:ClickHouse ClickHouse Test Result Analysis
- Principle:Pyro ppl Pyro Mean Field Variational Inference
Implementations
- Implementation:Apache Flink Python Setup
- Implementation:LMCache LMCache VLLM Serve Decoder
- Implementation:AUTOMATIC1111 Stable diffusion webui SdUnet Extension
- Implementation:Microsoft Agent framework Content Function Approval Request Pattern
- Implementation:Tensorflow Serving Server BuildAndStart
- Implementation:Puppeteer Puppeteer Cdp Coverage
- Implementation:BerriAI Litellm AWS Secret Manager
- Implementation:Langgenius Dify UsePublishWorkflow
- Implementation:ArroyoSystems Arroyo Catalog Component
- Implementation:NVIDIA TransformerEngine Float8CurrentScaling Recipe
Heuristics
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Marker Inc Korea AutoRAG Deterministic Evaluation Generation
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Lucidrains X transformers PyTorch CUDA
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Alibaba MNN GPU CUDA Environment