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:Danijar Dreamerv3 Single Process Training
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Open compass VLMEvalKit Image Benchmark Evaluation
- Workflow:Openai Evals Implementing a custom completion function
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Pytorch Serve Model Deployment
Principles
- Principle:Apache Spark K8s Prerequisites Verification
- Principle:Huggingface Transformers Model Saving
- Principle:Alibaba MNN MNN Build System
- Principle:Online ml River Time Series Evaluation
- Principle:Tensorflow Tfjs Spatial Padding
- Principle:Sgl project Sglang Server Health Monitoring
- Principle:Openai Openai agents python Documentation Build Pipeline
- Principle:Openai Openai agents python Guardrail Attachment
- Principle:SeleniumHQ Selenium WebDriver Session Creation
- Principle:Intel Ipex llm LLM Initialization LangChain
Implementations
- Implementation:Neuml Txtai RetrieveTask
- Implementation:Hpcaitech ColossalAI ColossalQA Logger
- Implementation:Apache Paimon DataTypeRoot
- Implementation:Lance format Lance VectorIndexParams
- Implementation:Huggingface Diffusers Prepare Control Image
- Implementation:Ucbepic Docetl ScraperRoute
- Implementation:PrefectHQ Prefect Client Pyproject Configuration
- Implementation:Nightwatchjs Nightwatch Component Plugin Install
- Implementation:Langchain ai Langchain Perplexity Types
- Implementation:Sgl project Sglang Scalar Type
Heuristics
- Heuristic:Promptfoo Promptfoo Cache Configuration Tips
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:AnswerDotAI RAGatouille FAISS Vs PyTorch KMeans Indexing
- Heuristic:Microsoft Autogen Model Context Limiting
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
Environments
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Sgl project Sglang Triton
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Run llama Llama index Sentence Transformers Finetuning
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment