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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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| 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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Google deepmind Mujoco Interactive simulation
- Workflow:Langchain ai Langchain Release Process
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
Principles
- Principle:Microsoft Autogen Agent Instantiation
- Principle:Sgl project Sglang Model Quantization And Loading
- Principle:Farama Foundation Gymnasium REINFORCE Policy Gradient
- Principle:Langgenius Dify Type Safety
- Principle:HKUDS AI Trader Daily Trading Loop
- Principle:Run llama Llama index QA Pair Generation
- Principle:Arize ai Phoenix Application Instrumentation
- Principle:SeleniumHQ Selenium Development Environment Setup
- Principle:ContextualAI HALOs Feedback Labeling
- Principle:Apache Paimon Format Table
Implementations
- Implementation:Facebookresearch Habitat lab HitlTutorial
- Implementation:Online ml River Datasets CreditCard
- Implementation:AUTOMATIC1111 Stable diffusion webui Extensions Tab JS
- Implementation:Hpcaitech ColossalAI NaiveExperienceMaker
- Implementation:Astronomer Astronomer cosmos DbtRunLocalOperator Execute
- Implementation:Neuml Txtai M2V Vectors
- Implementation:Princeton nlp SimPO Apply Chat Template
- Implementation:Microsoft Playwright Frames
- Implementation:Farama Foundation Gymnasium Wrapper Utils
- Implementation:Facebookresearch Audiocraft BaseQuantizer
Heuristics
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:AUTOMATIC1111 Stable diffusion webui VRAM Management Strategies
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Duckdb Duckdb PR Submission Strategy
Environments
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Langgenius Dify Vector Database Environment
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Snorkel team Snorkel PyTorch
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment