Main Page
27,667
Total Pages
1,118
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Apache Kafka Docker Image Release
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Bentoml BentoML BentoCloud Deployment
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Datajuicer Data juicer Custom Operator Development
Principles
- Principle:Pyro ppl Pyro SMC Filtering Pattern
- Principle:ChenghaoMou Text dedup False Positive Verification SimHash
- Principle:Apache Paimon Split Based Reading
- Principle:Kubeflow Kubeflow Issue Routing Configuration
- Principle:Puppeteer Puppeteer JavaScript Object Handling
- Principle:Datajuicer Data juicer Data Export
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Sdv dev SDV Multi Table Model Fitting
- Principle:AUTOMATIC1111 Stable diffusion webui API Architecture
- Principle:Microsoft BIPIA Clean Response Collection
Implementations
- Implementation:Apache Shardingsphere StorageUnitManager Manage
- Implementation:Online ml River Forecaster Learn One
- Implementation:Neuml Txtai Graph Base
- Implementation:CARLA simulator Carla Junction
- Implementation:BerriAI Litellm Caching Handler
- Implementation:Mage ai Mage ai Chargebee Common Customers Schema
- Implementation:Microsoft Onnxruntime CUDA ConvShared
- Implementation:Apache Paimon Schema With Blob Options
- Implementation:Predibase Lorax Get Model Factory
- Implementation:Interpretml Interpret MathHpp
Heuristics
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Ggml org Llama cpp Context Size Alignment
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Bitsandbytes foundation Bitsandbytes Compressed Statistics Double Quantization
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:NVIDIA DALI Last Batch Policy Selection
- Heuristic:SeleniumHQ Selenium Warning Deprecated Proxy FTP Methods
Environments
- Environment:Apache Airflow Python Runtime Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Vllm project Vllm GitHub
- Environment:Huggingface Datasets Image Dependencies
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment