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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'''] — converts your AI coding agent into an expert ML engineer with agentic memory | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI | |||
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building | |||
== Browse by Category == | == Browse by Category == | ||
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== | == Explore Pages == | ||
=== Workflows === | === Workflows === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|order by=RAND()|limit=10|format=ul}} | ||
=== Principles === | === Principles === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|order by=RAND()|limit=10|format=ul}} | ||
=== Implementations === | === Implementations === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|order by=RAND()|limit=10|format=ul}} | ||
=== Heuristics === | === Heuristics === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|order by=RAND()|limit=10|format=ul}} | ||
=== Environments === | === Environments === | ||
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|limit=10|format=ul}} | {{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|order by=RAND()|limit=10|format=ul}} | ||
Latest revision as of 11:45, 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 — 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:Mistralai Client python Azure Chat Completion
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Apache Dolphinscheduler Workflow Failover Recovery
- Workflow:Onnx Onnx External Data Handling
- Workflow:ARISE Initiative Robosuite Teleoperation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Sampling Architecture
- Principle:Fastai Fastbook Fine Tuning
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Predibase Lorax Inference Request Construction
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:Guardrails ai Guardrails RailSpecification
- Principle:Nautechsystems Nautilus trader Code Quality Gating
- Principle:Neuml Txtai Content Indexing
- Principle:Apache Airflow Security Review Planning
- Principle:CarperAI Trlx SFT Configuration
Implementations
- Implementation:OpenGVLab InternVL LLaVA Controller
- Implementation:LMCache LMCache ZMQ Offload Server
- Implementation:Triton inference server Server VertexAiServer
- Implementation:Apache Flink SingleThreadMultiplexSourceReaderBase
- Implementation:Evidentlyai Evidently Legacy Generated Features
- Implementation:Datahub project Datahub HasTags Mixin
- Implementation:Risingwavelabs Risingwave CassandraConfig
- Implementation:Deepspeedai DeepSpeed Setup
- Implementation:Treeverse LakeFS Java SDK TagsApi
- Implementation:Datahub project Datahub ServerConfig
Heuristics
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Facebookresearch Habitat lab Resume State Config Override
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Kserve Kserve Server Side Apply For CRDs
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
- Heuristic:Apache Airflow Task Dependency Isolation
Environments
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Datahub project Datahub Java Build
- Environment:Ollama Ollama CGo Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Interpretml Interpret Native Libebm Environment