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:Apache Airflow DAG Authoring and Deployment
- Workflow:Datajuicer Data juicer Text Data Processing Pipeline
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Allenai Open instruct GRPO Reinforcement Learning
- Workflow:LLMBook zh LLMBook zh github io DPO Alignment
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Ucbepic Docetl Long Document Chunking
Principles
- Principle:SeleniumHQ Selenium Git Branching Strategy
- Principle:NVIDIA NeMo Aligner SteerLM Data Preparation
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:Huggingface Datatrove Context Window Shuffling
- Principle:Mlc ai Web llm Package Build Pipeline
- Principle:NVIDIA DALI Generic Iterator
- Principle:Huggingface Datasets Hub Config Verification
- Principle:CrewAIInc CrewAI Flow Class Definition
- Principle:BerriAI Litellm Monitoring Operations
- Principle:Kserve Kserve LLMIsvc Controller Reconciliation
Implementations
- Implementation:Microsoft Autogen AssistantAgent Init Swarm
- Implementation:SeleniumHQ Selenium HasFullPageScreenshot
- Implementation:Mage ai Mage ai Stripe Customers Schema
- Implementation:Langgenius Dify UninstallPlugin
- Implementation:Mlc ai Mlc llm Llama Model
- Implementation:Mlflow Mlflow Mlflow Server CLI
- Implementation:Lance format Lance LqCli
- Implementation:Vibrantlabsai Ragas OCIGenAIWrapper
- Implementation:EvolvingLMMs Lab Lmms eval LongTimeScope Utils
- Implementation:SeleniumHQ Selenium VirtualAuthenticatorOptions
Heuristics
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
Environments
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Rapidsai Cuml Python RAPIDS Stack
- Environment:Lance format Lance Python Environment
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Cohere ai Cohere python AWS Integration Dependencies