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:Iterative Dvc Remote Data Sync
- Workflow:Apache Flink File Sink Pipeline
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Neuml Txtai Agent Execution
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Huggingface Transformers PEFT Adapter Integration
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
Principles
- Principle:Apache Flink Format Factory SPI
- Principle:FlowiseAI Flowise Document Processing
- Principle:LaurentMazare Tch rs JIT Forward Pass
- Principle:Eventual Inc Daft Data Preprocessing Download
- Principle:Apache Airflow Provider Documentation
- Principle:Ggml org Llama cpp SpeculativeDecoding
- Principle:Apache Airflow Branch Preparation
- Principle:Rapidsai Cuml Time Series Forecasting
- Principle:Kubeflow Kubeflow Post Release Communication
- Principle:Roboflow Rf detr Model Deployment
Implementations
- Implementation:Googleapis Python genai Operations Converters
- Implementation:Fastai Fastbook Fine Tune
- Implementation:Infiniflow Ragflow ThemeProvider Component
- Implementation:Hiyouga LLaMA Factory MCA Workflow
- Implementation:Apache Beam PortableRunner Run
- Implementation:Dotnet Machinelearning MatrixFactorizationNative
- Implementation:Langchain ai Langgraph Entrypoint Decorator
- Implementation:CarperAI Trlx Logging
- Implementation:NVIDIA TransformerEngine Ops Base
- Implementation:Microsoft Onnxruntime Module TrainStep
Heuristics
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Mbzuai oryx Awesome LLM Post training Paper Deduplication Via Dict
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Batch Size One Default
- Heuristic:Tencent Ncnn Optimize Before Quantize
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Dagster io Dagster Batch Size Tuning
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
Environments
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Tensorflow Serving Build Environment
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Groq Groq python Python Groq SDK
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Ucbepic Docetl Python Runtime
- Environment:Truera Trulens OpenAI Provider Environment