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Latest revision as of 11:45, 14 March 2026

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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

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 == Welcome to {{SITENAME}} ==
-'''Your ML & Data Knowledge Wiki.''' Learnt by AI, built by AI, for AI. A centralized playbook of best practices and expert-level knowledge for Machine Learning and Data domains, covering '''1000+ frameworks and libraries''' — vLLM, SGLang, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more.
+'''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.
-Whether you're fine-tuning LLMs, optimizing inference serving, building agents, or wiring up RAG pipelines — stop guessing at framework internals. '''Search docs''', '''build plans''', '''verify code''', '''diagnose training failures''', and '''look up battle-tested hyperparameter defaults'''. Every answer cites real KB pages you can drill into.
+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.
-Want to connect this knowledge base to your AI coding agent? Follow the [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP setup guide] to plug into '''Claude Code''' or '''Cursor''' in under 2 minutes.
+'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
-Want to go end-to-end? Leeroopedia gives your agent the '''knowledge'''. [https://github.com/leeroo-ai/kapso '''Kapso'''] gives it the '''ability to act on it''': research, experiment, and deploy.
+* [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 ==
@@ Line 15: / Line 44: @@
 ! Category !! Description !! Browse
 |-
-| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]]
+|| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]]
 |-
-| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]]
+|| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]]
 |-
-| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]]
+|| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]]
 |-
-| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]]
+|| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]]
 |-
-| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]]
+|| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]]
 |}
-== Recent Pages ==
+== Explore Pages ==
 === 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 ===
-{{#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 ===
-{{#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 ===
-{{#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 ===
-{{#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}}