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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:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Getgauge Taiko Interactive Test Recording
- Workflow:Openai Openai node Chat Completion
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Volcengine Verl Vision Language Model RL Training
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui UI Architecture
- Principle:Apache Kafka JIRA Issue Resolution
- Principle:TA Lib Ta lib python Pattern Signal Interpretation
- Principle:Dotnet Machinelearning MLContext Initialization
- Principle:Farama Foundation Gymnasium Synchronous Vector Execution
- Principle:Risingwavelabs Risingwave Docker Cluster Deployment
- Principle:Triton inference server Server Dynamic Batching Testing
- Principle:TobikoData Sqlmesh Data Exploration And Validation
- Principle:Eventual Inc Daft CSV Writing
- Principle:OpenBMB UltraFeedback Model Sampling
Implementations
- Implementation:Elevenlabs Elevenlabs python TurnConfigWorkflowOverride
- Implementation:Apache Paimon VectorSearch Construction
- Implementation:Neuml Txtai Graph Query
- Implementation:Pyro ppl Pyro SubsampleMessenger
- Implementation:Mlc ai Mlc llm Package
- Implementation:Lance format Lance Optimize Indices
- Implementation:Predibase Lorax Response Format Type
- Implementation:Microsoft Onnxruntime CPU GatherElementsGrad
- Implementation:Pyro ppl Pyro RSA SemanticParsing
- Implementation:Datajuicer Data juicer CharacterRepetitionFilter
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Kserve Kserve Leader Worker Set
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Microsoft Playwright Browser Binaries Environment