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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:DevExpress Testcafe Programmatic Test Execution
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Openai Openai python Embeddings Generation
- Workflow:Arize ai Phoenix Prompt Management Pipeline
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Lance format Lance Full Text Search
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Ray project Ray Cross Language Invocation
Principles
- Principle:Togethercomputer Together python File Upload For Batch
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:Spotify Luigi Static Type Checking
- Principle:Online ml River Adaptive Hoeffding Tree
- Principle:Rapidsai Cuml Build And CI Infrastructure
- Principle:CrewAIInc CrewAI Semantic Retrieval
- Principle:Langchain ai Langgraph Type System
- Principle:Mlflow Mlflow Prompt Search and Versioning
- Principle:Huggingface Datasets Semantic Versioning
- Principle:Cohere ai Cohere python Embedding Type Selection
Implementations
- Implementation:Testtimescaling Testtimescaling github io Skills Action Update Step
- Implementation:Ucbepic Docetl Directive DocChunking
- Implementation:Webdriverio Webdriverio BrowserStack Types
- Implementation:Langfuse Langfuse StorageService UploadFile
- Implementation:Puppeteer Puppeteer Cdp ExecutionContext
- Implementation:CrewAIInc CrewAI Tavily Search Tool
- Implementation:Haosulab ManiSkill PegInsertionSide
- Implementation:Apache Flink Mapreduce HadoopOutputFormatBase
- Implementation:Teamcapybara Capybara Capybara Built In Drivers
- Implementation:Langgenius Dify Service Fetch
Heuristics
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
Environments
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Datahub project Datahub Java Build
- Environment:Guardrails ai Guardrails Docker Server Runtime
- Environment:Ollama Ollama Go Runtime
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Mistralai Client python Realtime Transcription Environment