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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:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Turboderp org Exllamav2 Interactive Chat
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:TA Lib Ta lib python Abstract API Usage
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Settings UI
- Principle:Apache Paimon Batch Data Writing
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing input selection
- Principle:Microsoft Playwright Analyze Test Execution
- Principle:Scikit learn Scikit learn Baseline Models
- Principle:Huggingface Optimum Backend Availability Detection
- Principle:Facebookresearch Audiocraft Exported Model Validation
- Principle:Lm sys FastChat Distributed SFT Training
- Principle:Allenai Open instruct Reward Model Initialization
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
Implementations
- Implementation:Microsoft Onnxruntime PlotMetadata
- Implementation:Teamcapybara Capybara Capybara RSpec Setup
- Implementation:Ucbepic Docetl Directive ChangeModelCost
- Implementation:Cohere ai Cohere python V2Client Chat
- Implementation:Interpretml Interpret DataSetInteraction Hpp
- Implementation:Datajuicer Data juicer ImageAspectRatioFilter
- Implementation:Run llama Llama index PII Postprocessors
- Implementation:Huggingface Datasets ArrowReader
- Implementation:Anthropics Anthropic sdk python BetaToolRunner
- Implementation:Risingwavelabs Risingwave Graph Algorithms
Heuristics
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Liu00222 Open Prompt Injection BPE Retokenization Parameters
- Heuristic:Sdv dev SDV HMA Schema Simplification
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Huggingface Transformers 3D Parallel Multi GPU
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Fastai Fastbook NLP SpaCy Environment