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'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | '''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously: | ||
* [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — | * [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — converts your AI coding agent into an expert ML engineer with agentic memory | ||
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — | * [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI | ||
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building | |||
== Browse by Category == | == Browse by Category == | ||
Latest revision as of 11:45, 14 March 2026
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:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Tensorflow Serving Model Version Management
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:Cypress io Cypress Local Development Environment
- Workflow:Lance format Lance Full Text Search
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Onnx Onnx Model Creation
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:ContextualAI HALOs Iterative Alignment Loop
- Principle:Confident ai Deepeval Framework Instrumentation
- Principle:DataTalksClub Data engineering zoomcamp Airflow DAG Orchestration
- Principle:Alibaba ROLL Megatron LoRA Adaptation
- Principle:Marker Inc Korea AutoRAG Results Dashboard
- Principle:Risingwavelabs Risingwave Workspace Dependency Management
- Principle:Openai Openai python Speech Transcription
- Principle:Apache Paimon Predicate and Projection Filtering
- Principle:Bigscience workshop Petals Tokenization
- Principle:Tensorflow Tfjs Model Hosting
Implementations
- Implementation:Nautechsystems Nautilus trader Check Nautilus Conventions
- Implementation:Mlc ai Mlc llm Router Init
- Implementation:Ggml org Ggml Cpu s390 quants
- Implementation:Dagster io Dagster Dbt Incremental Support
- Implementation:Scikit learn contrib Imbalanced learn geometric mean score
- Implementation:Tensorflow Serving Resnet Client GRPC Inference
- Implementation:BerriAI Litellm Vector Store Registry
- Implementation:Princeton nlp SimPO Trainer Save and Evaluate
- Implementation:Predibase Lorax JSON Response Parsing
- Implementation:Duckdb Duckdb Benchmark Class
Heuristics
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Tencent Ncnn Letterbox Vs Direct Resize
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Wandb Weave Retry And Error Handling
Environments
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Apache Flink Node Build Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Apache Spark Kubernetes Runtime
- Environment:Tensorflow Tfjs Node Native Runtime
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:Duckdb Duckdb Release Publishing Env