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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:Openai Evals Running a single eval
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:Openclaw Openclaw Channel Connection
Principles
- Principle:Predibase Lorax Inference Result Evaluation
- Principle:Predibase Lorax Dynamic LoRA Loading
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:CarperAI Trlx Model Checkpointing
- Principle:CrewAIInc CrewAI Task Definition Hierarchical
- Principle:Apache Druid Dimension Measure Configuration
- Principle:Microsoft Playwright Capture Trace Data
- Principle:Astronomer Astronomer cosmos Cloud Documentation Upload
- Principle:Microsoft Agent framework Human in the Loop Response
- Principle:Snorkel team Snorkel Task Operation Definition
Implementations
- Implementation:Google deepmind Dm control Soccer Task
- Implementation:Allenai Open instruct StreamingDataLoaderConfig
- Implementation:Groq Groq python Batches Create
- Implementation:Onnx Onnx Shape Inference Interfaces
- Implementation:DevExpress Testcafe ChromeProvider
- Implementation:Datajuicer Data juicer LLMPerplexityFilter
- Implementation:Apache Shardingsphere DatabaseMetaDataChangedListener OnChange
- Implementation:Mage ai Mage ai PostgreSQL Decoders
- Implementation:Treeverse LakeFS Java SDK AuthApi
- Implementation:Vespa engine Vespa JDisc Core ABI Spec
Heuristics
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
Environments
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Apache Druid Druid Cluster Api
- Environment:InternLM Lmdeploy Build From Source
- Environment:Mistralai Client python Agents Environment
- Environment:MarketSquare Robotframework browser CI GitHub Actions
- Environment:Vespa engine Vespa FNET Transport Config