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<strong>MediaWiki has been installed.</strong>
<div style="display:flex; flex-wrap:wrap; justify-content:center; gap:10px; margin-bottom:1.5em; padding:16px; background:linear-gradient(135deg, #f8f9fa 0%, #eef1f5 100%); border-radius:8px; border:1px solid #e0e3e8;">
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border:1px solid #ddd; min-width:100px;">
<div style="font-size:1.4em; font-weight:bold; color:#1a1a2e;">{{NUMBEROFARTICLES}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Total Pages</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #4CAF50; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#2E7D32;">{{PAGESINNAMESPACE:3002}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Workflows</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #2196F3; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#1565C0;">{{PAGESINNAMESPACE:3000}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #FF9800; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#EF6C00;">{{PAGESINNAMESPACE:3004}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Implementations</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #F44336; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#C62828;">{{PAGESINNAMESPACE:3008}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Heuristics</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #00BCD4; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#0097A7;">{{PAGESINNAMESPACE:3010}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Environments</div>
</div>
</div>


Consult the [https://www.mediawiki.org/wiki/Special:MyLanguage/Help:Contents User's Guide] for information on using the wiki software.
== Welcome to {{SITENAME}} ==


== Getting started ==
'''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.
* [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Configuration_settings Configuration settings list]
 
* [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:FAQ MediaWiki FAQ]
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.
* [https://lists.wikimedia.org/postorius/lists/mediawiki-announce.lists.wikimedia.org/ MediaWiki release mailing list]
 
* [https://www.mediawiki.org/wiki/Special:MyLanguage/Localisation#Translation_resources Localise MediaWiki for your language]
'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
* [https://www.mediawiki.org/wiki/Special:MyLanguage/Manual:Combating_spam Learn how to combat spam on your wiki]
 
* [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 ==
 
{| class="wikitable" style="width:100%"
|-
! Category !! Description !! Browse
|-
|| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]]
|-
|| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]]
|-
|| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]]
|-
|| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]]
|-
|| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]]
|}
 
== Explore Pages ==
 
=== Workflows ===
{{#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'|order by=RAND()|limit=10|format=ul}}
 
=== Implementations ===
{{#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'|order by=RAND()|limit=10|format=ul}}
 
=== Environments ===
{{#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

More...

Principles

More...

Implementations

More...

Heuristics

More...

Environments

More...

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