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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:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:Shiyu coder Kronos Qlib Finetuning
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Microsoft Playwright AI agent driven testing
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
Principles
- Principle:OWASP Www project top 10 for large language model applications Sandbox Deployment
- Principle:Openai Openai python Image Generation
- Principle:ArroyoSystems Arroyo Connection Profile Management
- Principle:Eventual Inc Daft Data Preprocessing Regex Extraction
- Principle:Googleapis Python genai Message Exchange
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:Pyro ppl Pyro Conditional Independence
- Principle:Langchain ai Langchain Response Parsing
- Principle:Huggingface Optimum Reversible Transformation
- Principle:ContextualAI HALOs Online Feedback Training
Implementations
- Implementation:SeleniumHQ Selenium Closure Testing PropertyReplacer
- Implementation:CrewAIInc CrewAI YouTube Channel Search Tool
- Implementation:Ggml org Llama cpp Server Health Metrics
- Implementation:Alibaba MNN Protobuf Any PB CC
- Implementation:Infiniflow Ragflow Admin Whitelist Page
- Implementation:Tencent Ncnn DFL Anchor Free Decode
- Implementation:Scikit learn Scikit learn PolynomialFeatures
- Implementation:Datajuicer Data juicer VideoTaggingFromFramesFilter
- Implementation:Speechbrain Speechbrain Prepare Voicebank Revb SpectralMask
- Implementation:LaurentMazare Tch rs Tensor Npy
Heuristics
- Heuristic:Wandb Weave Concurrency Deadlock Prevention
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Apache Flink False Positive Availability Optimization
- Heuristic:Princeton nlp SimPO Dropout Disabling
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:NVIDIA DALI Memory Pool Tuning
Environments
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:BerriAI Litellm Observability Stack
- Environment:Apache Beam Java Build Environment
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Ray project Ray Docker GPU Environment
- Environment:Elevenlabs Elevenlabs python Python Httpx