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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:CarperAI Trlx SFT Instruction Tuning
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:EvolvingLMMs Lab Lmms eval End to End Evaluation
Principles
- Principle:Mistralai Client python OCR Result Processing
- Principle:Huggingface Datasets Nifti Feature Handling
- Principle:Mistralai Client python SDK Installation
- Principle:PacktPublishing LLM Engineers Handbook Evaluation Results Aggregation
- Principle:Dotnet Machinelearning MLContext Initialization
- Principle:FlowiseAI Flowise Vector Store Query
- Principle:Groq Groq python Batch Input Preparation
- Principle:Zai org CogVideo PatchGAN Discriminator
- Principle:Kserve Kserve Local Model Caching
- Principle:Huggingface Datatrove KenLM Perplexity Scoring
Implementations
- Implementation:DataTalksClub Data engineering zoomcamp Kafka Docker Compose Setup
- Implementation:Apache Paimon RestException
- Implementation:Liu00222 Open Prompt Injection CombineAttacker inject
- Implementation:Datajuicer Data juicer AudioAddGaussianNoiseMapper
- Implementation:Ucbepic Docetl MOAR CliHelpers
- Implementation:Mlc ai Mlc llm Quantization Utils
- Implementation:Turboderp org Exllamav2 ExLlamaV2Module
- Implementation:Puppeteer Puppeteer BrowserProvider
- Implementation:Microsoft Autogen Studio Playground Manager
- Implementation:Infiniflow Ragflow Admin Users Page
Heuristics
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Huggingface Diffusers LoRA Safe Fusing
- Heuristic:Apache Beam Warning Deprecated Twister2 Runner
- Heuristic:Mlc ai Mlc llm BLAS Dispatch Decision
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Alibaba MNN Backend Selection Guide
Environments
- Environment:Huggingface Datatrove Python Runtime
- Environment:Openai Openai node Node 20 Runtime
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Dotnet Machinelearning TorchSharp Environment
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Sdv dev SDV Python Runtime
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Microsoft LoRA NLG Eval External Tools