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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:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Openai Evals Running an eval set
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Apache Airflow DAG Authoring and Deployment
Principles
- Principle:Iterative Dvc Version Management
- Principle:Neuml Txtai Agent Embeddings Database
- Principle:Scikit learn Scikit learn Scoring Configuration
- Principle:Anthropics Anthropic sdk python Stream Context Manager Setup
- Principle:Microsoft BIPIA Response Generation
- Principle:TobikoData Sqlmesh Audit Execution
- Principle:Langchain ai Langchain Tool Execution
- Principle:Snorkel team Snorkel Slice Aware Classification
- Principle:OpenRLHF OpenRLHF Preference Dataset Construction
- Principle:Shiyu coder Kronos Single Series Forecasting
Implementations
- Implementation:ArroyoSystems Arroyo State Tables
- Implementation:LMCache LMCache Abstract Backend
- Implementation:Alibaba ROLL DPOPipeline Val
- Implementation:Turboderp org Exllamav2 ExLlamaV2StreamingGenerator
- Implementation:Alibaba MNN Protobuf Wire Format Lite CC
- Implementation:Scikit learn Scikit learn RocCurveDisplay
- Implementation:Lakeraai Pint benchmark Dataset Loading And Formatting
- Implementation:LMCache LMCache EIC Connector
- Implementation:Puppeteer Puppeteer Target
- Implementation:Datahub project Datahub OpenLineageToDataHub ConvertRunEvent
Heuristics
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Guardrails ai Guardrails Async Vs Sync Validation Mode
Environments
- Environment:Huggingface Datasets Lance Dependencies
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Intel Ipex llm Linux XPU Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:Pola rs Polars Rust Build Environment
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:OpenGVLab InternVL DeepSpeed