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:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Lance format Lance Version Management
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Anthropics Anthropic sdk python Tool Execution
- Principle:Farama Foundation Gymnasium Vectorized Environment Creation
- Principle:DataExpert io Data engineer handbook Spark Session Configuration
- Principle:Online ml River Baseline Drift Detection
- Principle:Huggingface Peft Diffusion Model Adaptation
- Principle:Cleanlab Cleanlab Datalab Initialization
- Principle:MaterializeInc Materialize Release Commit and Tagging
- Principle:FlagOpen FlagEmbedding Code Embedding Data Generation
- Principle:OpenGVLab InternVL Image Transform Pipeline
- Principle:OpenGVLab InternVL Streamlit Chat Interface
Implementations
- Implementation:Isaac sim IsaacGymEnvs PBT Slurm Backend
- Implementation:Infiniflow Ragflow AvatarUpload Component
- Implementation:Open compass VLMEvalKit MathV Utils
- Implementation:Huggingface Datasets Get Dataset Config Info For Verification
- Implementation:Elevenlabs Elevenlabs python SpeakerSeparationResponseModel
- Implementation:CrewAIInc CrewAI Serper Dev Tool
- Implementation:BerriAI Litellm Callback Configs
- Implementation:Treeverse LakeFS Java SDK ApiClient
- Implementation:Langgenius Dify Typography
- Implementation:Cohere ai Cohere python ApiMetaBilledUnits Model
Heuristics
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Apache Druid Auto Granularity Selection
Environments
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Ollama Ollama CGo Runtime
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:Iterative Dvc DVC Environment Variables