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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:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Dagster io Dagster Modal Serverless Pipeline
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Ggml org Llama cpp Model Perplexity Evaluation
- Workflow:Vibrantlabsai Ragas Agent Evaluation
Principles
- Principle:Helicone Helicone Central Registry Indexing
- Principle:Openai Whisper Audio Loading
- Principle:Ucbepic Docetl Data Sampling And Selection
- Principle:Microsoft Autogen Graph Topology Design
- Principle:Lucidrains X transformers Belief State Training
- Principle:Junyanz Pytorch CycleGAN and pix2pix Training Visualization
- Principle:Openai Openai agents python Approval Processing
- Principle:Openai Whisper Word Boundary Detection
- Principle:Huggingface Peft P Tuning
- Principle:AUTOMATIC1111 Stable diffusion webui Diagnostics
Implementations
- Implementation:Elevenlabs Elevenlabs python Audio Output Utilities
- Implementation:Mage ai Mage ai Google Sheets Transform
- Implementation:Lance format Lance LegacyStructEncoding
- Implementation:DevExpress Testcafe StackCleaningHook
- Implementation:Apache Paimon BinaryRow
- Implementation:MarketSquare Robotframework browser Assertion Formatter
- Implementation:Microsoft Onnxruntime OrtException
- Implementation:Evidentlyai Evidently Workspace Add Run
- Implementation:FlagOpen FlagEmbedding Pip Install FlagEmbedding
- Implementation:Isaac sim IsaacGymEnvs RetargetMotion
Heuristics
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Mage ai Mage ai HTTP Error Classification
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Before Split Leakage
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:Apache Druid Capability Detection Strategy
- Heuristic:Snorkel team Snorkel LabelModel Mu Eps Clamping
Environments
- Environment:Huggingface Alignment handbook Evaluation Tools
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Tensorflow Serving Python Client Environment
- Environment:Apache Kafka Committer Tools Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Alibaba ROLL SGLang Inference Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Predibase Lorax Python Server Dependencies