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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:Duckdb Duckdb Building From Source
- Workflow:Lance format Lance Table Optimization
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Triton inference server Server Quickstart Model Deployment
Principles
- Principle:Duckdb Duckdb LZ4 Block Compression
- Principle:Tensorflow Serving Docker Image Building
- Principle:Cypress io Cypress Testing Type Selection
- Principle:Kubeflow Pipelines Recursive Sub Pipelines
- Principle:Datahub project Datahub Emitter Initialization
- Principle:Langgenius Dify WebAppPublishing
- Principle:OWASP Www project top 10 for large language model applications Red Team Environment Preparation
- Principle:Langchain ai Langgraph Runtime Context
- Principle:Anthropics Anthropic sdk python Stream Context Manager Setup
- Principle:Scikit learn Scikit learn Random Forest Classification
Implementations
- Implementation:Facebookresearch Habitat lab SingleAgentAccessMgr
- Implementation:NVIDIA TransformerEngine JAX Dequantizer
- Implementation:Isaac sim IsaacGymEnvs GenerateCuboids
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Index
- Implementation:Allenai Open instruct DPO ExperimentConfig
- Implementation:Datahub project Datahub SparkPathUtils
- Implementation:BerriAI Litellm Cache Endpoints
- Implementation:CARLA simulator Carla ConstantVelocityAgent
- Implementation:Langfuse Langfuse PNPM Lockfile
- Implementation:Tensorflow Serving Resource Util
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
- Heuristic:Pola rs Polars Collect All For Diverging Queries
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Tensorflow Tfjs Memory Management With Tidy
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:OpenHands OpenHands Redis Distributed Locking
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
Environments
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Infiniflow Ragflow Python Runtime