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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. | 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 | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
''' | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — full-stack AI/ML coding agent | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — knowledge search for any coding agent | |||
== Browse by Category == | == Browse by Category == | ||
Revision as of 11:42, 14 March 2026
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 — full-stack AI/ML coding agent
- Leeroopedia MCP — knowledge search for any coding agent
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:Bentoml BentoML Service Definition And Local Serving
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:ARISE Initiative Robosuite Gymnasium RL Integration
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
Principles
- Principle:Hiyouga LLaMA Factory Muon Optimization
- Principle:Huggingface Datasets Arrow Dataset Building
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Pyro ppl Pyro Observation Conditioning
- Principle:Volcengine Verl Parallel Actor Critic Update
- Principle:Langfuse Langfuse Export Job Validation
- Principle:Protectai Llm guard Output Relevance Checking
- Principle:Togethercomputer Together python Image Prompt Construction
- Principle:Farama Foundation Gymnasium Video Frame Saving
- Principle:Ggml org Llama cpp GGUFFormat
Implementations
- Implementation:Shiyu coder Kronos CustomKlineDataset Usage
- Implementation:Unstructured IO Unstructured Golden File Fixtures Collaboration
- Implementation:Apache Dolphinscheduler Plugin Installation Script
- Implementation:Treeverse LakeFS CreateTag
- Implementation:Googleapis Python genai Caches CRUD Operations
- Implementation:Tencent Ncnn Pnnx Export
- Implementation:Ggml org Ggml Sam build fast graph
- Implementation:FlowiseAI Flowise WorkspaceUsers
- Implementation:Openai Openai python Function Tool Param
- Implementation:DevExpress Testcafe Role
Heuristics
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Ollama Ollama Sampling Numerical Stability
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Huggingface Diffusers Training Environment
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:BerriAI Litellm Docker Deployment