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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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Cypress io Cypress Binary Build and Release
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:Mistralai Client python GCP Chat Completion
Principles
- Principle:Treeverse LakeFS S3 Path Mapping
- Principle:Openai Openai agents python Hosted Tool Configuration
- Principle:CrewAIInc CrewAI Training Execution
- Principle:Microsoft BIPIA Few Shot Example Construction
- Principle:Openclaw Openclaw Gateway Server Startup
- Principle:Triton inference server Server Cloud Integration Testing
- Principle:Huggingface Diffusers Lazy Import Management
- Principle:Risingwavelabs Risingwave Iceberg Catalog Operations
- Principle:NVIDIA DALI Image Normalization
- Principle:Huggingface Datatrove Sentence Level Statistics
Implementations
- Implementation:Webdriverio Webdriverio RequestQueueHandler Class
- Implementation:Huggingface Datasets Value
- Implementation:CrewAIInc CrewAI BrightData SERP Tool
- Implementation:DataTalksClub Data engineering zoomcamp Dbt Test Docs CLI
- Implementation:Scikit learn Scikit learn ColumnTransformer Init
- Implementation:DevExpress Testcafe LiveModeRunner
- Implementation:Mlc ai Web llm Web Worker Chat Completion
- Implementation:Datahub project Datahub Action Act Interface
- Implementation:Kserve Kserve MMS Prediction Routing
- Implementation:Scikit learn Scikit learn ExtendedMath
Heuristics
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Bigscience workshop Petals Short Inference Pool Merging
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
Environments
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Tencent Ncnn Build Environment
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Bigscience workshop Petals CUDA Server
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Openclaw Openclaw Node 22 Runtime
- Environment:Deepspeedai DeepSpeed Python Runtime Environment