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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:Kubeflow Pipelines Iterative Model Training
- Workflow:Apache Druid Visual Data Exploration
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Microsoft Playwright API testing
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:TobikoData Sqlmesh Model development and testing
Principles
- Principle:TA Lib Ta lib python Lookback Period Handling
- Principle:DataTalksClub Data engineering zoomcamp Database Connection
- Principle:Kserve Kserve LLMInferenceService Specification
- Principle:Dagster io Dagster Component Based Definitions
- Principle:Iamhankai Forest of Thought Tree of Thought Search
- Principle:Mlflow Mlflow Model Loading
- Principle:Pyro ppl Pyro Statistical Diagnostics
- Principle:Apache Druid Explore State Management
- Principle:Volcengine Verl Value Loss Optimization
- Principle:Apache Airflow Hook Connection Implementation
Implementations
- Implementation:Datajuicer Data juicer VideoAspectRatioFilter
- Implementation:Evidentlyai Evidently Legacy HTML Widgets
- Implementation:Scikit learn Scikit learn MetadataRouting
- Implementation:Wandb Weave Model
- Implementation:Guardrails ai Guardrails BaseFormatter
- Implementation:BerriAI Litellm Anthropic Cache Control Hook
- Implementation:Pytorch Serve IntermediateLayerGetter
- Implementation:Openai Openai python Web Search Preview Tool
- Implementation:Astronomer Astronomer cosmos GoogleCloudServiceAccountKeyfileProfileMapping
- Implementation:Protectai Llm guard Output JSON
Heuristics
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
Environments
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Spotify Luigi Tornado Web Server