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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Mlc ai Web llm Function Calling
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:OpenHands OpenHands Organization Onboarding
Principles
- Principle:Langfuse Langfuse LLM Completion for Evaluation
- Principle:Microsoft BIPIA Defended Model Evaluation
- Principle:Kubeflow Pipelines Kubernetes Cluster Preparation
- Principle:Openclaw Openclaw Diagnostic Repair
- Principle:FMInference FlexLLMGen HELM Scenario Configuration
- Principle:NVIDIA TransformerEngine FP8 Quantization
- Principle:AUTOMATIC1111 Stable diffusion webui Model and VAE loading
- Principle:Zai org CogVideo SAT YAML Configuration
- Principle:Apache Dolphinscheduler Physical Task Execution
- Principle:Huggingface Datasets TF Dataset Creation
Implementations
- Implementation:Spotify Luigi ExternalProgramTask
- Implementation:Openai Openai python Realtime Conversation Item Create
- Implementation:Ollama Ollama XModels GLM4 Render
- Implementation:Apache Druid ExpressionMenu
- Implementation:Huggingface Optimum Logging
- Implementation:Ggml org Llama cpp Android AI Chat JNI
- Implementation:LaurentMazare Tch rs Sparse Adam
- Implementation:Pyro ppl Pyro Trace Struct
- Implementation:Recommenders team Recommenders Python Chrono Split
- Implementation:ThreeSR Awesome Inference Time Scaling Git Commit And Push Function
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:CARLA simulator Carla PID Controller Tuning
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
Environments
- Environment:Protectai Modelscan Python Core Runtime
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Kserve Kserve Cert Manager
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Vespa engine Vespa Cosign Sigstore Signing
- Environment:Bigscience workshop Petals Python Transformers