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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:Wandb Weave Tracing Setup
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Neuml Txtai Agent Execution
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:HKUDS AI Trader Data Pipeline
Principles
- Principle:Spotify Luigi Task Definition
- Principle:DistrictDataLabs Yellowbrick Elbow Method Cluster Selection
- Principle:Microsoft Playwright Configure Recording Context
- Principle:TA Lib Ta lib python Lookback Period Handling
- Principle:Huggingface Optimum Accelerated Pipeline Configuration
- Principle:Online ml River Streaming Silhouette
- Principle:Kserve Kserve RDMA Network Provisioning
- Principle:Langchain ai Langchain Public API Surface
- Principle:Interpretml Interpret Feature Binning And Discretization
- Principle:LaurentMazare Tch rs Vendored Image IO
Implementations
- Implementation:Infiniflow Ragflow LLM Constants
- Implementation:Apache Flink RecordsBySplits
- Implementation:Ollama Ollama Quantize
- Implementation:AUTOMATIC1111 Stable diffusion webui Decode latent batch
- Implementation:InternLM Lmdeploy Autoget Backend
- Implementation:Evidentlyai Evidently Legacy Spark Base
- Implementation:Datajuicer Data juicer RemoveBibliographyMapper
- Implementation:Avhz RustQuant MonteCarloPricer price monte carlo
- Implementation:Lucidrains X transformers MultiInputTransformerWrapper
- Implementation:Online ml River Cluster ODAC
Heuristics
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Iamhankai Forest of Thought Early Stop Majority Vote
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Sgl project Sglang Schedule Conservativeness Tuning
- Heuristic:Arize ai Phoenix Environment Variable Precedence
Environments
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Microsoft Playwright Platform Support Environment
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud