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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:AUTOMATIC1111 Stable diffusion webui Textual inversion training
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Iterative Dvc Data Tracking
- Workflow:CrewAIInc CrewAI Hierarchical Crew Execution
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Datahub project Datahub Python Metadata Emission
Principles
- Principle:Webdriverio Webdriverio Async Iteration
- Principle:DataTalksClub Data engineering zoomcamp Loading Path Selection
- Principle:Vespa engine Vespa Indexing Expression Execution
- Principle:Openai CLIP Zero Shot Classifier Construction
- Principle:Huggingface Datasets Compressed Filesystem Access
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:AUTOMATIC1111 Stable diffusion webui File Upload Handling
- Principle:Bigscience workshop Petals Speculative Decoding
- Principle:Kornia Kornia Grayscale Conversion
- Principle:Openai Whisper Single Segment Decoding
Implementations
- Implementation:Microsoft Playwright CrInput
- Implementation:Ggml org Llama cpp Batched Example
- Implementation:Apache Druid StringMenuItems
- Implementation:NVIDIA NeMo Curator PairwiseStage
- Implementation:Tensorflow Serving Static Storage Path Source
- Implementation:ClickHouse ClickHouse Poco HTTPResponse
- Implementation:Ollama Ollama Quantize
- Implementation:Tensorflow Serving Docker Push To Registry
- Implementation:BerriAI Litellm Get Llm Provider
- Implementation:Bentoml BentoML SyncHTTPClient From Url
Heuristics
- Heuristic:Snorkel team Snorkel DataParallel Default Behavior
- Heuristic:Langchain ai Langgraph Durability Mode Selection
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Mistralai Client python Tool Docstring Requirement
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Cohere ai Cohere python Warning Deprecated Legacy Generate API
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Lance format Lance Fragment Sizing Strategy
Environments
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Spotify Luigi Tornado Web Server
- Environment:Langchain ai Langchain Anthropic API Credentials