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:Onnx Onnx Version Conversion
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Lm sys FastChat ShareGPT Data Pipeline
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
Principles
- Principle:Langfuse Langfuse API Authentication and Rate Limiting
- Principle:Apache Shardingsphere Configuration Parameter Construction
- Principle:Openclaw Openclaw Log Inspection
- Principle:Isaac sim IsaacGymEnvs RL Agent Initialization
- Principle:ChenghaoMou Text dedup Union Find
- Principle:Huggingface Diffusers Training Model Loading
- Principle:Duckdb Duckdb Adaptive Sorting
- Principle:Speechbrain Speechbrain Whisper Dataset Preparation
- Principle:Mlc ai Web llm Multi Model Routing
- Principle:Facebookresearch Audiocraft Audio Augmentation Effects
Implementations
- Implementation:Datahub project Datahub DataHubClientConfigV2
- Implementation:Huggingface Datasets Sharding Utils
- Implementation:Googleapis Python genai Caches CRUD Operations
- Implementation:NVIDIA TransformerEngine CommOverlapCore
- Implementation:Apache Beam DoFnFunction And GroupByWindowFunction
- Implementation:Neuml Txtai API Create
- Implementation:NVIDIA TransformerEngine Tensor Utils
- Implementation:Microsoft Onnxruntime CUDA Send
- Implementation:EvolvingLMMs Lab Lmms eval Dataset Loading
- Implementation:Explodinggradients Ragas Edited Chain Runs Schema
Heuristics
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Langgenius Dify Token Refresh Loop Prevention
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
Environments
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:ARISE Initiative Robosuite GPU Rendering
- Environment:Interpretml Interpret Visualization Environment
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Helicone Helicone Wrangler CLI
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment