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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:Mage ai Mage ai Building a New Destination Connector
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Microsoft Playwright Browser automation CLI
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Volcengine Verl Supervised Fine Tuning
Principles
- Principle:Guardrails ai Guardrails Guard Pydantic Factory
- Principle:Online ml River Dummy Baseline Estimation
- Principle:Openai Openai python Structured Output Definition
- Principle:Kserve Kserve Canary Traffic Splitting
- Principle:Trailofbits Fickling PyTorch Format Identification
- Principle:Heibaiying BigData Notes Hive Query Execution
- Principle:Heibaiying BigData Notes Spark Data Writing
- Principle:SeldonIO Seldon core Experiment Configuration
- Principle:ARISE Initiative Robomimic Rollout Execution Eval
- Principle:Tensorflow Serving Kubernetes Resource Deployment
Implementations
- Implementation:Online ml River Stream Iter Polars
- Implementation:TobikoData Sqlmesh FactoryEdgeWithGradient
- Implementation:Sail sg LongSpec MathScale Answer Utils
- Implementation:EvolvingLMMs Lab Lmms eval ScreenSpot Utils
- Implementation:Webdriverio Webdriverio WebDriver Constants
- Implementation:Nightwatchjs Nightwatch Component Plugin Install
- Implementation:Vespa engine Vespa ConfigSubscriber NextGeneration
- Implementation:Dotnet Machinelearning SymSgdNative
- Implementation:SeleniumHQ Selenium FirefoxProfile
- Implementation:Mlc ai Mlc llm Qwen Model
Heuristics
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
Environments
- Environment:Openai Whisper PyTorch CUDA
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Snorkel team Snorkel PyTorch
- Environment:Spotify Luigi Apache Spark
- Environment:Bigscience workshop Petals CUDA Server