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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:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Mlc ai Mlc llm REST API Serving
- Workflow:SeldonIO Seldon core Inference Pipeline
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Microsoft Autogen Tool Augmented Agent
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
Principles
- Principle:PeterL1n BackgroundMattingV2 Dataset path configuration
- Principle:Spotify Luigi Dependency Chaining
- Principle:Kornia Kornia Deep Edge Detection
- Principle:Lance format Lance Schema Evolution
- Principle:Tensorflow Tfjs Sequence Preprocessing
- Principle:Online ml River Streaming Classification Metrics
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
- Principle:Avdvg InjectGuard Vector Store Construction
- Principle:Evidentlyai Evidently Monitoring UI Launch
- Principle:Confident ai Deepeval Dataset Driven Evaluation
Implementations
- Implementation:Tensorflow Serving Session Bundle Util
- Implementation:Triton inference server Server Git LFS Clone
- Implementation:Datajuicer Data juicer Exporter Export
- Implementation:Mistralai Client python Files Upload
- Implementation:Webdriverio Webdriverio Appium Cli
- Implementation:Vllm project Vllm Structured Output Parsing
- Implementation:Turboderp org Exllamav2 Hadamard
- Implementation:Langgenius Dify I18n App Debug Translations
- Implementation:Openai Evals GeminiSolver
- Implementation:HKUDS AI Trader Jina Search Tool
Heuristics
- Heuristic:Elevenlabs Elevenlabs python Audio Buffer Sizes
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Ollama Ollama Quantization Layer Selection
Environments
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Vllm project Vllm AArch64 CPU
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Huggingface Optimum Tensor Parallelization Environment
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Huggingface Trl DeepSpeed Environment
- Environment:Neuml Txtai API Server Configuration