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1,118
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:Vibrantlabsai Ragas Custom Metric Creation
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Apache Shardingsphere Dynamic Rule Configuration Change
- Workflow:Openai CLIP Zero shot image classification
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Microsoft Playwright API testing
Principles
- Principle:Microsoft Playwright Export and Refine
- Principle:Huggingface Datasets Streaming Skip
- Principle:Lm sys FastChat Remote Event Logging
- Principle:LaurentMazare Tch rs Rotary Position Embedding
- Principle:Apache Shardingsphere Refresh Need Determination
- Principle:Vllm project Vllm Structured Output Configuration
- Principle:Langfuse Langfuse Ingestion Queue Dispatch
- Principle:Allenai Open instruct Sequence Packing
- Principle:Open compass VLMEvalKit VLM Adapter Pattern
- Principle:Triton inference server Server Resource Management Testing
Implementations
- Implementation:Microsoft Playwright PageDispatcher
- Implementation:Sgl project Sglang GEMM Universal Base Compat
- Implementation:Datajuicer Data juicer WikipediaDownloader
- Implementation:Astronomer Astronomer cosmos DbtDocsLocalOperator Execute
- Implementation:Microsoft Playwright Client Instrumentation
- Implementation:Langchain ai Langgraph AsyncSqliteStore
- Implementation:Openai Openai python Realtime Calls Override
- Implementation:NVIDIA DALI EfficientDet Net
- Implementation:Microsoft BIPIA AutoLLM
- Implementation:Online ml River Tree MondrianTree
Heuristics
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:Unstructured IO Unstructured Libmagic Filetype Accuracy
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:FMInference FlexLLMGen OOM Memory Management
- Heuristic:Protectai Modelscan Nested Zip Not Supported
Environments
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Openai Whisper PyTorch CUDA
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Apache Druid Web Console Development
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment