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:CrewAIInc CrewAI Crew Training And Testing
- Workflow:Openai Openai python Image Generation
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:OpenRLHF OpenRLHF DPO Training
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:BerriAI Litellm SDK Completion
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Pytorch Serve HuggingFace Transformer Serving
Principles
- Principle:Sgl project Sglang Frontend Backend Initialization
- Principle:DataTalksClub Data engineering zoomcamp Dbt Staging Layer
- Principle:Webdriverio Webdriverio CommandRegistration
- Principle:Huggingface Datatrove Statistics Collection Framework
- Principle:Speechbrain Speechbrain CTC Training Loop
- Principle:NVIDIA DALI Video Spatial Crop
- Principle:FlowiseAI Flowise Evaluation Dataset Creation
- Principle:Microsoft LoRA LoRA Checkpoint Saving
- Principle:Sail sg LongSpec Benchmark Data Preparation
- Principle:Heibaiying BigData Notes Spark TempView and SQL
Implementations
- Implementation:Kornia Kornia Yuv Conversion
- Implementation:Ucbepic Docetl RankOperation Execute
- Implementation:Datahub project Datahub HasTags Mixin
- Implementation:Promptfoo Promptfoo Feedback
- Implementation:Microsoft Playwright Client Coverage
- Implementation:Online ml River Metrics GeometricMean
- Implementation:AUTOMATIC1111 Stable diffusion webui Model Loader
- Implementation:Helicone Helicone Docs Navigation Config
- Implementation:Openai Openai python Container Create Response
- Implementation:Ray project Ray DeploymentHandle Remote
Heuristics
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Sgl project Sglang Memory Fraction Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Protectai Llm guard Lazy Scanner Loading
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Huggingface Transformers Flash Attention 2 Env
- Environment:Cypress io Cypress Linux Display Server
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Google deepmind Dm control Python MuJoCo Runtime
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Openai Openai agents python LiteLLM Dependencies