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:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Mlc ai Web llm Web Worker Deployment
Principles
- Principle:Pytorch Serve Cloud Deployment
- Principle:Ray project Ray Actor Method Invocation
- Principle:Huggingface Datasets CSV Import
- Principle:Anthropics Anthropic sdk python Multi turn Conversation Management
- Principle:CARLA simulator Carla Sensor Data Streaming
- Principle:Cypress io Cypress Component Testing Configuration
- Principle:Huggingface Datasets Parquet Export
- Principle:Pytorch Serve GRPC Communication
- Principle:Nightwatchjs Nightwatch Element Interaction And Assertion
- Principle:Lm sys FastChat MT Bench Answer Generation
Implementations
- Implementation:Puppeteer Puppeteer ESLint Config
- Implementation:Bentoml BentoML CLI Entry Point
- Implementation:CARLA simulator Carla TrafficManager Class
- Implementation:Tensorflow Tfjs Embedding Layer
- Implementation:Microsoft Autogen Studio Type Guards
- Implementation:Online ml River Anomaly PAD
- Implementation:Bigscience workshop Petals DistributedBloomForCausalLM From Pretrained
- Implementation:ArroyoSystems Arroyo Configure Profile Page
- Implementation:Arize ai Phoenix HallucinationEvaluator
- Implementation:Ggml org Llama cpp Diffusion CLI
Heuristics
- Heuristic:Alibaba ROLL PPO Clipping Defaults
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Alibaba MNN GPU Tuning Modes
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
Environments
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform