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:Huggingface Open r1 Reasoning Data Generation
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Langchain ai Langgraph Human in the Loop Agent
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Lance format Lance Table Optimization
- Workflow:Mit han lab Llm awq HuggingFace Model Export
Principles
- Principle:Tensorflow Tfjs Pretrained Model Loading
- Principle:Ggml org Llama cpp Merged Model Quantization
- Principle:Langgenius Dify Feature Configuration
- Principle:Webdriverio Webdriverio Cloud Capabilities Definition
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:Facebookresearch Audiocraft Sample Management
- Principle:Tensorflow Serving SavedModel Preparation
- Principle:Pyro ppl Pyro Conditional Density Estimation
- Principle:Dagster io Dagster Data Quality Validation
- Principle:Kserve Kserve Gateway Inference Extension
Implementations
- Implementation:Google deepmind Mujoco USD Layer Sink
- Implementation:Tensorflow Tfjs Training Weighted Test
- Implementation:ARISE Initiative Robosuite TrajUtils
- Implementation:Datahub project Datahub Proto2DataHub RestEmitter Emit
- Implementation:Farama Foundation Gymnasium Play
- Implementation:Google deepmind Dm control Locomotion Arenas
- Implementation:Recommenders team Recommenders EmbeddingDotBias Model
- Implementation:CARLA simulator Carla Actor Class
- Implementation:Run llama Llama index Settings Embed Model Assignment
- Implementation:Ucbepic Docetl Directive DocChunking
Heuristics
- Heuristic:Openai Whisper SDPA Disabling For Attention Extraction
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Neuml Txtai Thread Safety Constraints
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
Environments
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Hiyouga LLaMA Factory Core Python GPU Environment
- Environment:HKUDS AI Trader Python LangChain Runtime