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<div style="font-size:0.8em; color:#666; margin-top:2px;">Workflows</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Implementations</div> | |||
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<div style="font-size:0.8em; color:#666; margin-top:2px;">Heuristics</div> | |||
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== Welcome to {{SITENAME}} == | == Welcome to {{SITENAME}} == | ||
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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 === | ||
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=== Principles === | === Principles === | ||
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=== Implementations === | === Implementations === | ||
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=== Heuristics === | === Heuristics === | ||
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=== Environments === | === Environments === | ||
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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:Haotian liu LLaVA Single Image Inference
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Groq Groq python Text To Speech
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Openai Openai python Fine Tuning Job Management
- Workflow:Unstructured IO Unstructured Document Partitioning
Principles
- Principle:Ggml org Ggml Remote Procedure Call Computation
- Principle:Ggml org Ggml Autoregressive Generation
- Principle:Astronomer Astronomer cosmos Project Path Configuration
- Principle:Groq Groq python Message Construction
- Principle:Norrrrrrr lyn WAInjectBench GPU Device Placement
- Principle:MarketSquare Robotframework browser Code Quality Enforcement
- Principle:Microsoft Semantic kernel Data Ingestion
- Principle:Neuml Txtai Semantic Search
- Principle:Apache Shardingsphere SQL Statement Interception
- Principle:Danijar Dreamerv3 Distributed Logger Aggregation
Implementations
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Microsoft BIPIA Smart Tokenizer And Embedding Resize
- Implementation:Scikit learn Scikit learn SelectFromModel
- Implementation:Confident ai Deepeval DocumentChunker
- Implementation:CrewAIInc CrewAI SerpApi Google Search Tool
- Implementation:Getgauge Taiko Device Descriptors
- Implementation:Langgenius Dify Security Proxy
- Implementation:Togethercomputer Together python Batch Request Format
- Implementation:TA Lib Ta lib python Stream Function API
- Implementation:Lm sys FastChat Summarize Cluster
Heuristics
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Huggingface Peft RSLoRA Scaling
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Tensorflow Tfjs WebGL Shader Warmup
- Heuristic:Cohere ai Cohere python Embed Auto Batching Strategy
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
Environments
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Kubeflow Pipelines KFP Backend Deployment