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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:Confident ai Deepeval AI Agent Evaluation
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Infiniflow Ragflow Knowledge Base Document Ingestion
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Turboderp org Exllamav2 Text Generation
- Workflow:Microsoft Autogen Multi Agent Conversation
Principles
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:Bigscience workshop Petals Optimizer Setup
- Principle:Ggml org Llama cpp Backend Loading
- Principle:OpenRLHF OpenRLHF Preference Dataset Construction
- Principle:Tensorflow Tfjs Transformer Backbone Construction
- Principle:PrefectHQ Prefect Batched Flow Run Deletion
- Principle:Puppeteer Puppeteer Data Extraction
- Principle:Cypress io Cypress Component Test Authoring
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:Cohere ai Cohere python Streaming Chat Request
Implementations
- Implementation:LMCache LMCache Event Manager
- Implementation:Anthropics Anthropic sdk python LegacyAPIResponse
- Implementation:Ollama Ollama Llama Quant
- Implementation:Webdriverio Webdriverio Selector Location
- Implementation:Infiniflow Ragflow String Utils
- Implementation:Explodinggradients Ragas MetricResult Class
- Implementation:Online ml River Metrics Silhouette
- Implementation:ArroyoSystems Arroyo State Core
- Implementation:Huggingface Optimum TaskProcessorsManager
- Implementation:Online ml River Datasets SolarFlare
Heuristics
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Haotian liu LLaVA Quantization MM Projector Exclusion
- Heuristic:Avhz RustQuant Finite Difference Grid Sizing
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Facebookresearch Habitat lab Warning Deprecated Legacy UI System
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
Environments
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Vllm project Vllm Benchmarks
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Astronomer Astronomer cosmos Cosmos Airflow Configuration
- Environment:Elevenlabs Elevenlabs python PyAudio
- Environment:Sgl project Sglang ROCm