Main Page
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 with the Leeroopedia MCP setup guide. Let it search docs, build plans, verify code, and diagnose failures on your behalf.
Go end-to-end. Leeroopedia gives your agent the knowledge. Kapso gives it the ability to act on it: research, experiment, and deploy.
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
__NOCACHE__
Workflows
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Langchain ai Langchain Vector Store Operations
- Workflow:Tensorflow Serving REST API Inference
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Openai CLIP Linear probe evaluation
Principles
- Principle:Langgenius Dify Documentation
- Principle:Huggingface Datasets JSON Export
- Principle:Apache Shardingsphere SPI Builder Loading
- Principle:Online ml River Online Linear Regression
- Principle:MaterializeInc Materialize Upgrade Scenario Selection
- Principle:Dagster io Dagster External Compute Orchestration
- Principle:Mlflow Mlflow Prompt Search and Versioning
- Principle:OpenHands OpenHands Distributed State Management
- Principle:Onnx Onnx Result Validation
- Principle:Ggml org Ggml BPE Tokenization
Implementations
- Implementation:Bentoml BentoML IO Descriptor JSON
- Implementation:Haosulab ManiSkill PushT
- Implementation:Puppeteer Puppeteer LaunchOptions
- Implementation:Astronomer Astronomer cosmos SparkThriftProfileMapping
- Implementation:Pola rs Polars Collect Streaming Engine
- Implementation:Datahub project Datahub HasSubTypes Mixin
- Implementation:Run llama Llama index Validate Json
- Implementation:Microsoft Playwright Generate Font Families
- Implementation:Online ml River Optim Initializers
- Implementation:Mlc ai Mlc llm Encoding Header
Heuristics
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Langchain ai Langchain Pydantic V2 Configuration Tips
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:TA Lib Ta lib python Unstable Period Configuration
- Heuristic:Groq Groq python Timeout Configuration
Environments
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Huggingface Datasets Image Dependencies
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Microsoft Onnxruntime Windows Build Environment
- Environment:Microsoft LoRA NLG Eval External Tools