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:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Huggingface Datatrove Minhash Deduplication
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
Principles
- Principle:Axolotl ai cloud Axolotl Training Performance Profiling
- Principle:Google deepmind Mujoco Model Format Detection
- Principle:Langchain ai Langgraph Checkpoint Encryption
- Principle:Trailofbits Fickling Unsafe Deserialization Error Handling
- Principle:PeterL1n BackgroundMattingV2 Video output writing
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Datahub project Datahub CLI Package Installation
- Principle:Sail sg LongSpec Tree Speculative Decoding
- Principle:Neuml Txtai Custom Function Tools
- Principle:Triton inference server Server TRT LLM Environment Setup
Implementations
- Implementation:Ucbepic Docetl Blocking Utils
- Implementation:Microsoft Autogen OpenAIChatCompletionClient
- Implementation:OpenHands OpenHands SlackView
- Implementation:Iterative Dvc Fs Dvc Path
- Implementation:Langgenius Dify UseShare
- Implementation:Shiyu coder Kronos Plot Prediction Pattern
- Implementation:Huggingface Diffusers ControlNet Img2Img Pipeline
- Implementation:Nightwatchjs Nightwatch CreateClient Options
- Implementation:ARISE Initiative Robosuite PickPlace Environment
- Implementation:Microsoft Autogen Studio Google Search Tool
Heuristics
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Openai Openai node RunTools Loop Limit
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Apache Spark Partition Sizing Tips
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:NVIDIA DALI PyTorch Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Bentoml BentoML Python Runtime
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Treeverse LakeFS LakeFS Server Environment