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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
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:Run llama Llama index Data Ingestion Pipeline
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Microsoft LoRA LoRA Integration
Principles
- Principle:DataTalksClub Data engineering zoomcamp Dlt Resource Definition
- Principle:PacktPublishing LLM Engineers Handbook Prompt Engineering For Dataset Generation
- Principle:Apache Beam Computation Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Image preprocessing and latent encoding
- Principle:NVIDIA TransformerEngine FP8 Delayed Scaling
- Principle:Deepspeedai DeepSpeed Environment Setup
- Principle:FlowiseAI Flowise Agentflow Node Status Monitoring
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:ClickHouse ClickHouse Data Lake Testing
- Principle:Mage ai Mage ai Batch Export
Implementations
- Implementation:Speechbrain Speechbrain Prepare TIMIT
- Implementation:Datajuicer Data juicer GenerateQAFromTextMapper Process
- Implementation:Interpretml Interpret ClassHistogram And Marginal
- Implementation:FlowiseAI Flowise AgentSettingsMenu
- Implementation:OpenHands OpenHands Version
- Implementation:Sdv dev SDV CTGANSynthesizer Init
- Implementation:ArroyoSystems Arroyo Udf Api Types
- Implementation:Datajuicer Data juicer TextEntityDependencyFilter
- Implementation:Kornia Kornia AugmentationSequential Forward
- Implementation:Protectai Llm guard Output ReadingTime
Heuristics
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Tencent Ncnn NMS Threshold Tuning
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Predibase Lorax Flash Attention Backend Selection
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Truera Trulens Trace Compression Token Limits
- Heuristic:Zai org CogVideo DeepSpeed Checkpoint Conversion Tips
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
Environments
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Hiyouga LLaMA Factory Optional Inference Backends
- Environment:Kubeflow Pipelines Python SDK
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Microsoft Agent framework API Credentials
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Interpretml Interpret Python Core Environment
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment