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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:Mage ai Mage ai SQL Database Source Extraction
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Sdv dev SDV Constrained synthesis
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Onnx Onnx Model Composition
Principles
- Principle:Spotify Luigi Pipeline Execution
- Principle:Eventual Inc Daft SQL Expression Building
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:MarketSquare Robotframework browser Library Import and Configuration
- Principle:Liu00222 Open Prompt Injection Application Assembly
- Principle:Datahub project Datahub Sample Data Ingestion
- Principle:Puppeteer Puppeteer Request Handling
- Principle:Mlc ai Mlc llm Compiled Artifact Validation
- Principle:Ollama Ollama GGUF Model Conversion Olmo
- Principle:Webdriverio Webdriverio Performance Reporting
Implementations
- Implementation:Ucbepic Docetl Generate Pipeline Config
- Implementation:Sail sg LongSpec Save Model Extract
- Implementation:Iterative Dvc Api Data
- Implementation:Ggml org Llama cpp Vocab Header
- Implementation:MaterializeInc Materialize Namescore CLI
- Implementation:Apache Paimon TorchDataset
- Implementation:Facebookresearch Audiocraft Export pretrained compression model
- Implementation:SeleniumHQ Selenium Python CDP Generator
- Implementation:Online ml River Drift DummyDriftDetector
- Implementation:Run llama Llama index OpenAIFinetuneEngine Get Finetuned Model
Heuristics
- Heuristic:Farama Foundation Gymnasium Render Mode Selection Guide
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Spotify Luigi Streaming MapReduce Processing
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:InternLM Lmdeploy Python Dependencies
- Environment:Ucbepic Docetl Python Runtime