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:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Puppeteer Puppeteer Browser Installation And Management
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Mbzuai oryx Awesome LLM Post training Research Trend Analysis
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:Wandb Weave SDK Release
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Apache Spark Standalone Cluster Deployment
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
Principles
- Principle:Iterative Dvc Parameter Override Definition
- Principle:Alibaba MNN Operator Fusion Codegen
- Principle:ARISE Initiative Robosuite MuJoCo Binding Compatibility
- Principle:Mlc ai Mlc llm Weight Conversion and Quantization
- Principle:Kubeflow Kubeflow Documentation Update
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Datahub project Datahub Entity Metadata Enrichment
- Principle:Deepspeedai DeepSpeed DeepCompile Graph Optimization
- Principle:Junyanz Pytorch CycleGAN and pix2pix Model Inference
- Principle:Openai Whisper Word Boundary Detection
Implementations
- Implementation:SeleniumHQ Selenium Closure UserAgent
- Implementation:Puppeteer Puppeteer Cdp Tracing
- Implementation:Apache Beam WindmillStateInternals Persist
- Implementation:Microsoft Agent framework WorkflowEvent Class
- Implementation:LaurentMazare Tch rs Nn Batch Norm2d
- Implementation:Google deepmind Dm control Scaled Actuators
- Implementation:DataExpert io Data engineer handbook SQL Select Query Pattern
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Backward Step
- Implementation:Alibaba ROLL RewardFLConfig
- Implementation:NVIDIA TransformerEngine Permutation C API
Heuristics
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Datahub project Datahub Warning Deprecated Spark Lineage Legacy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Duckdb Duckdb Build Parallelism Tuning
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
Environments
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Apache Spark JDK Build Environment
- Environment:Arize ai Phoenix LLM Provider SDKs
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Truera Trulens Python Core Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Apache Beam Portable Runner Environment