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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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|---|---|---|
| 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:Cypress io Cypress Component Test Execution
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Openai Openai node Realtime Conversation
- Workflow:CARLA simulator Carla Building from Source
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Haotian liu LLaVA Web Demo Deployment
Principles
- Principle:CarperAI Trlx RL Data Structures
- Principle:Langgenius Dify Embedding and Indexing
- Principle:Duckdb Duckdb SQL Grammar Generation
- Principle:Heibaiying BigData Notes HBase Table Creation
- Principle:Ollama Ollama GGUF Model Conversion Gemma
- Principle:Cypress io Cypress Test Result Reporting
- Principle:Tencent Ncnn Int8 Model Quantization
- Principle:Mistralai Client python Embedding Generation
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:MaterializeInc Materialize Multi Backend Data Ingestion
Implementations
- Implementation:Evidentlyai Evidently Legacy Recsys Preset
- Implementation:Zai org CogVideo DDIM Inversion Sample
- Implementation:TobikoData Sqlmesh Context Plan For Dev
- Implementation:Langchain ai Langgraph SqliteSaver From Conn String
- Implementation:Risingwavelabs Risingwave CDC Database Configuration
- Implementation:Triton inference server Server DataCompressor
- Implementation:Run llama Llama index MockLLM
- Implementation:Huggingface Datasets DatasetDict
- Implementation:Open compass VLMEvalKit MMHelix TwentyFourPoints Eval
- Implementation:DistrictDataLabs Yellowbrick GridSearchVisualizer
Heuristics
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Protectai Llm guard Fail Fast Early Exit
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
Environments
- Environment:Predibase Lorax Model Source Credentials
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Apache Flink Java Build Environment
- Environment:Sgl project Sglang GitHub Actions
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Huggingface Datasets Image Dependencies
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Mlc ai Web llm WebGPU Browser Runtime