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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:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Unstructured IO Unstructured Connector Ingest Pipeline
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Diagram of thought Diagram of thought DoT Iterative Reasoning
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Onnx Onnx Model Creation
- Workflow:BerriAI Litellm Proxy Server Deployment
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:DevExpress Testcafe CLI Test Execution
Principles
- Principle:Online ml River Multi Armed Bandit Policies
- Principle:OWASP Www project top 10 for large language model applications Vulnerability Testing
- Principle:Wandb Weave Prompt Definition
- Principle:Langfuse Langfuse Dataset Run Item Upsert
- Principle:Cleanlab Cleanlab Datalab Multilabel Label Issue Detection
- Principle:Ollama Ollama Model Resolution And Download
- Principle:Mit han lab Llm awq Quantized Linear Module
- Principle:Openai Evals Eval Type Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks
- Principle:Apache Druid Explore State Management
Implementations
- Implementation:Risingwavelabs Risingwave ChangeEventSourceCoordinator
- Implementation:Kornia Kornia Depth Smoothness Loss
- Implementation:MaterializeInc Materialize Namescore CLI
- Implementation:FlagOpen FlagEmbedding VideoLLaVA Choice Bench
- Implementation:Interpretml Interpret DataSetBoosting Hpp
- Implementation:Rapidsai Cuml Seasonality Test
- Implementation:Langchain ai Langgraph NamedBarrierValue Channel
- Implementation:Sgl project Sglang Engine Init
- Implementation:Pola rs Polars DataFrame Construction
- Implementation:Huggingface Datasets Dataset Flatten
Heuristics
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Openclaw Openclaw Conservative Error Retry Classification
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
Environments
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Sgl project Sglang Triton
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Mlc ai Web llm Chrome Extension Manifest V3