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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.
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|---|---|---|
| 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:EvolvingLMMs Lab Lmms eval End to End Evaluation
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Farama Foundation Gymnasium Policy Gradient Training
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Google research Deduplicate text datasets Single file deduplication
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:PrefectHQ Prefect AI Data Analyst Agent
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
Principles
- Principle:Snorkel team Snorkel Probabilistic Label Generation
- Principle:Sgl project Sglang Engine Initialization
- Principle:Huggingface Optimum GPTQ Quantizer Configuration
- Principle:Puppeteer Puppeteer Browser Lifecycle Management
- Principle:Zai org CogVideo Learned Perceptual Similarity
- Principle:Pytorch Serve Server Lifecycle
- Principle:Shiyu coder Kronos Batch Forecasting
- Principle:OWASP Www project top 10 for large language model applications Translation Publication
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Vllm project Vllm Multimodal Input Preparation
Implementations
- Implementation:Hiyouga LLaMA Factory V1 Data Converter
- Implementation:Neuml Txtai Muvera
- Implementation:Fastai Fastbook Backpropagation Manual
- Implementation:Apache Paimon RowKind
- Implementation:Langchain ai Langgraph RemoteGraph Init
- Implementation:Liu00222 Open Prompt Injection create app
- Implementation:InternLM Lmdeploy GenerationConfig
- Implementation:Datahub project Datahub SchemaTron CLI
- Implementation:Kubeflow Pipelines Dsl Graph Component
- Implementation:Langchain ai Langgraph Task Decorator
Heuristics
- Heuristic:Helicone Helicone Anthropic Cache Double Count Prevention
- Heuristic:DataExpert io Data engineer handbook Docker Volume Persistence Management
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Marker Inc Korea AutoRAG GPU Memory Cleanup Pattern
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:AUTOMATIC1111 Stable diffusion webui NaN Detection And Precision Fixes
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
Environments
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:PrefectHQ Prefect AI Integration Credentials