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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:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:SeldonIO Seldon core Model Explainability
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
Principles
- Principle:Farama Foundation Gymnasium Passive Environment Validation
- Principle:Microsoft DeepSpeedExamples DeepSpeed MoE Training
- Principle:FlowiseAI Flowise Chunk Management
- Principle:Cleanlab Cleanlab Synthetic Noise Generation
- Principle:Dotnet Machinelearning Fast Fourier Transform
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Open compass VLMEvalKit Benchmark Dataset Construction
- Principle:Elevenlabs Elevenlabs python Voice Cloning
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Langgenius Dify SecureWindowOpening
Implementations
- Implementation:Sgl project Sglang Sgl Function Run
- Implementation:Zai org CogVideo LLM Flux Gradio
- Implementation:Onnx Onnx Text Format Parser
- Implementation:Sktime Pytorch forecasting Generate Ar Data
- Implementation:DevExpress Testcafe ChromeProvider
- Implementation:EvolvingLMMs Lab Lmms eval OpenHermes Utils
- Implementation:Online ml River Tree HoeffdingTree
- Implementation:OpenHands OpenHands LinearIntegrationStore
- Implementation:Hiyouga LLaMA Factory WebUI Top Component
- Implementation:OpenRLHF OpenRLHF SFTTrainer
Heuristics
- Heuristic:Allenai Open instruct BFloat16 Training
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Huggingface Datasets Num Proc Guidelines
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
Environments
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Intel Ipex llm NPU Environment
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Protectai Llm guard API Server Deployment
- Environment:Apache Beam Java Build Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Nautechsystems Nautilus trader Binance API Credentials