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:ArroyoSystems Arroyo Local Pipeline Execution
- Workflow:Sktime Pytorch forecasting TFT Demand Forecasting
- Workflow:Dotnet Machinelearning Binary Classification Pipeline
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Onnx Onnx Reference Evaluation
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
- Workflow:Apache Airflow DAG Authoring and Deployment
- Workflow:Ggml org Llama cpp Text Generation
Principles
- Principle:Apache Beam Computation Configuration
- Principle:Webdriverio Webdriverio ProcessLifecycle
- Principle:Fastai Fastbook Distance Classification
- Principle:Microsoft Onnxruntime Result Processing
- Principle:Webdriverio Webdriverio MonadPattern
- Principle:Microsoft Playwright Export and Refine
- Principle:Confident ai Deepeval Step Efficiency Evaluation
- Principle:OpenGVLab InternVL Multimodal Data Collation
- Principle:Cleanlab Cleanlab Dataset Health Analysis
- Principle:ARISE Initiative Robosuite Mobile Base Velocity Control
Implementations
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Data
- Implementation:Mlc ai Mlc llm LLMEngine ObjC
- Implementation:Online ml River Tree LASTClassifier
- Implementation:DataTalksClub Data engineering zoomcamp Kestra PostgreSQL Queries DDL
- Implementation:Alibaba ROLL AgenticConfig
- Implementation:Truera Trulens TruApp Wrapper
- Implementation:Alibaba MNN OpenCL CL Header
- Implementation:OpenGVLab InternVL InternVLChatModel From Pretrained
- Implementation:Googleapis Python genai Batches
- Implementation:Vllm project Vllm Marlin MMA
Heuristics
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Heibaiying BigData Notes Spark Streaming Local Threads Tip
- Heuristic:Princeton nlp Tree of thought llm Global State Token Counting
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:DevExpress Testcafe Assertion Retry Timing
- Heuristic:Lance format Lance Encoding Compression Thresholds
- Heuristic:Onnx Onnx Shape Inference Limitations
Environments
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Vllm project Vllm GitHub
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Heibaiying BigData Notes Flink 1 9 Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Apache Kafka Release Toolchain Environment