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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:Microsoft Autogen Studio Team Deployment
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:Isaac sim IsaacGymEnvs RL Policy Training
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Bigscience workshop Petals Prompt Tuning Chatbot
Principles
- Principle:Ray project Ray Deployment Configuration And Binding
- Principle:Lance format Lance Vector Index Building
- Principle:Rapidsai Cuml Data Preparation For Clustering
- Principle:Alibaba ROLL Rollout Scheduling
- Principle:DataExpert io Data engineer handbook Test Data Construction
- Principle:Mlflow Mlflow Evaluation Dataset Preparation
- Principle:Pyro ppl Pyro Effect Handler System
- Principle:Ollama Ollama GGUF Model Conversion NomicBert
- Principle:Scikit learn Scikit learn Gradient Boosting Classification
- Principle:Vespa engine Vespa Log Message Formatting
Implementations
- Implementation:Hiyouga LLaMA Factory API Chat
- Implementation:Lance format Lance Java Fragment
- Implementation:InternLM Lmdeploy HostComm
- Implementation:Hpcaitech ColossalAI Zero Bubble Producer
- Implementation:Vibrantlabsai Ragas EvaluationDataset From List
- Implementation:FlowiseAI Flowise ServerLogsView
- Implementation:Microsoft Onnxruntime OnnxMap
- Implementation:Open compass VLMEvalKit Physics Utils
- Implementation:Dotnet Machinelearning LdaHybridMap
- Implementation:Elevenlabs Elevenlabs python IvcClient Create
Heuristics
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:ARISE Initiative Robomimic Video Recording Optimization
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:Scikit learn Scikit learn Random State Management
Environments
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Microsoft Agent framework API Credentials
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Truera Trulens Python Core Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Microsoft Autogen Studio Server Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Open compass VLMEvalKit Python Runtime Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment