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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:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Apache Druid SQL Query Execution
- Workflow:AUTOMATIC1111 Stable diffusion webui Hypernetwork training
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Zai org CogVideo SAT Finetuning
- Workflow:Apache Hudi Flink Streaming Write
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
Principles
- Principle:Alibaba ROLL SFT Configuration
- Principle:Fede1024 Rust rdkafka Client Statistics Monitoring
- Principle:Kornia Kornia Edge Detection
- Principle:Kserve Kserve Doc Link Verification
- Principle:Tensorflow Serving Class Registration Pattern
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Webdriverio Webdriverio WebDriver Bidi Protocol
- Principle:Lance format Lance Vector Index Configuration
- Principle:DataTalksClub Data engineering zoomcamp Dbt Marts Layer
- Principle:Apache Spark Streaming Lifecycle Management
Implementations
- Implementation:Apache Druid PortalBubble
- Implementation:TobikoData Sqlmesh UseColumnLevelLineage
- Implementation:Mlc ai Mlc llm Qwen Model
- Implementation:Huggingface Datatrove RayPipelineExecutor
- Implementation:Datahub project Datahub ProtobufOneOfField
- Implementation:OpenRLHF OpenRLHF KTOTrainer
- Implementation:TobikoData Sqlmesh Common Input
- Implementation:CarperAI Trlx Default ILQL Config
- Implementation:Anthropics Anthropic sdk python Models Resource
- Implementation:Open compass VLMEvalKit MEGABench VLM As Judge
Heuristics
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
Environments
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Langchain ai Langchain OpenAI API Credentials
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Lm sys FastChat LoRA QLoRA Training Environment