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:Langfuse Langfuse Dataset experiment pipeline
- Workflow:Microsoft Playwright Network mocking and interception
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Treeverse LakeFS Write Audit Publish With Hooks
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Astronomer Astronomer cosmos Watcher execution mode
Principles
- Principle:Scikit learn Scikit learn Anomaly Detection
- Principle:Nautechsystems Nautilus trader Backtest Execution
- Principle:Mistralai Client python Azure Client Initialization
- Principle:Lance format Lance Row Level Updates
- Principle:Triton inference server Server Request Tracing
- Principle:Huggingface Optimum Framework Detection
- Principle:ARISE Initiative Robosuite Placement Sampling
- Principle:LaurentMazare Tch rs YOLO Object Detection
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:DevExpress Testcafe Element Selection
Implementations
- Implementation:SeleniumHQ Selenium Architecture
- Implementation:Apache Flink HadoopMapFunction
- Implementation:PrefectHQ Prefect Materialize Decorator
- Implementation:Hpcaitech ColossalAI CEvalDataset
- Implementation:Groq Groq python SDK Sentinel and Request Types
- Implementation:EvolvingLMMs Lab Lmms eval MME CoT Utils
- Implementation:Microsoft Agent framework AgentExecutor Init
- Implementation:Open compass VLMEvalKit MMHelix Cryptomath Eval
- Implementation:Open compass VLMEvalKit Spotting Metric
- Implementation:Microsoft Onnxruntime CUDA NcclService
Heuristics
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Haosulab ManiSkill Physics Solver Tuning
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
Environments
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:NVIDIA TransformerEngine GPU Compute Capability
- Environment:Tensorflow Serving Build Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:Webdriverio Webdriverio Cloud Service Credentials