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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:TobikoData Sqlmesh Environment management
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:OpenHands OpenHands GitHub Webhook Event Processing
- Workflow:Protectai Llm guard PII Anonymization Deanonymization
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
Principles
- Principle:Roboflow Rf detr Model Computational Profiling
- Principle:Tensorflow Tfjs Model Inference
- Principle:BerriAI Litellm Error Handling
- Principle:Scikit learn Scikit learn Semi Supervised Learning
- Principle:Openclaw Openclaw Extension Verification
- Principle:Microsoft Autogen Team Execution
- Principle:AUTOMATIC1111 Stable diffusion webui UI Extensibility
- Principle:Intel Ipex llm Document Chunking
- Principle:Marker Inc Korea AutoRAG Strategy Selection
- Principle:Huggingface Transformers Inference Measurement
Implementations
- Implementation:Run llama Llama index RagDatasetGenerator
- Implementation:Togethercomputer Together python FineTuning Monitoring
- Implementation:Langgenius Dify UseShare
- Implementation:Getgauge Taiko ButtonWrapper
- Implementation:Onnx Onnx Onnx Sphinx Extension
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:Openai Openai node EventEmitter Class
- Implementation:Open compass VLMEvalKit OlmOCRBench
- Implementation:Apache Airflow Metrics Validators
- Implementation:Duckdb Duckdb Brotli Decoder
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Nautechsystems Nautilus trader Streaming Mode For Large Backtests
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
Environments
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:PeterL1n BackgroundMattingV2 PyTorch CUDA
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Risingwavelabs Risingwave Python Tooling Environment