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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:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Langchain ai Langgraph Building a Stateful Graph
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
Principles
- Principle:Astronomer Astronomer cosmos Operator Arguments Configuration
- Principle:Online ml River Multi Armed Bandit Policies
- Principle:DevExpress Testcafe Reporter Output Configuration
- Principle:SeleniumHQ Selenium Driver Binary Resolution
- Principle:Langgenius Dify Tool Integration
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:OpenBMB UltraFeedback Fine Grained Preference Annotation
- Principle:AUTOMATIC1111 Stable diffusion webui Attention Optimization
- Principle:Lucidrains X transformers Encoder Decoder Generation
- Principle:Protectai Llm guard Input Scanner Factory Pattern
Implementations
- Implementation:Explodinggradients Ragas Messages Module
- Implementation:Facebookresearch Habitat lab Dataset Registration
- Implementation:Tencent Ncnn YOLOv4 Example
- Implementation:Open compass VLMEvalKit MMAlignBench
- Implementation:Mage ai Mage ai Chargebee Common Customers Schema
- Implementation:Mlc ai Mlc llm Batch Prefill Base
- Implementation:Risingwavelabs Risingwave Await Tree Page
- Implementation:Mage ai Mage ai Write State
- Implementation:Interpretml Interpret Construct Bins
- Implementation:Kserve Kserve LLMIsvc Controller
Heuristics
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:Deepset ai Haystack Document Splitting Defaults
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:TobikoData Sqlmesh Forward Only Safety
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Huggingface Datasets Image Dependencies
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:BerriAI Litellm Observability Stack
- Environment:Promptfoo Promptfoo Browser Automation
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies