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:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Langgenius Dify Knowledge Base Management
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Lance format Lance Table Optimization
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:Mlfoundations Open flamingo Data Preparation
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
Principles
- Principle:Tencent Ncnn Hardware Capability Detection
- Principle:Liu00222 Open Prompt Injection Binary Search Localization
- Principle:Puppeteer Puppeteer Accessibility Tree Inspection
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Getgauge Taiko Runtime Configuration
- Principle:Arize ai Phoenix Server Side Span Ingestion
- Principle:Huggingface Datasets Dataset Interleaving
- Principle:Google deepmind Mujoco State Management
- Principle:Openai Evals Eval Metrics
- Principle:Recommenders team Recommenders MIND Dataset Preparation
Implementations
- Implementation:Evidentlyai Evidently Legacy RegExp Feature
- Implementation:ContextualAI HALOs AutoModelForBradleyTerry From Pretrained
- Implementation:CARLA simulator Carla WalkerAIController Class
- Implementation:Sktime Pytorch forecasting TslibBaseModel
- Implementation:Eventual Inc Daft DataFrame Describe
- Implementation:Duckdb Duckdb Extension Promote Nightly
- Implementation:Rapidsai Cuml Kernel SHAP
- Implementation:ContextualAI HALOs Sample Main
- Implementation:Huggingface Transformers Pip Install Transformers
- Implementation:Interpretml Interpret LimeTabular
Heuristics
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:Langgenius Dify Vector Database Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Snorkel team Snorkel PySpark
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Mistralai Client python Python SDK Environment
- Environment:Apache Flink Node Build Environment
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:OpenHands OpenHands Third Party Runtime Credentials