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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:Google deepmind Mujoco Model compilation and conversion
- Workflow:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Snorkel team Snorkel Data Augmentation
Principles
- Principle:Tencent Ncnn Text Detection And Recognition
- Principle:Danijar Dreamerv3 Replay Buffer Setup
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:Datahub project Datahub Spark Listener Configuration
- Principle:Pyro ppl Pyro Autoregressive Networks
- Principle:Anthropics Anthropic sdk python Tool Result Submission
- Principle:MaterializeInc Materialize Dbt Command Execution
- Principle:Tensorflow Tfjs Autoregressive Text Generation
- Principle:Sdv dev SDV Multi Table Model Fitting
- Principle:Tencent Ncnn Vulkan Build Configuration
Implementations
- Implementation:Datahub project Datahub S3EmitterConfig
- Implementation:TobikoData Sqlmesh ManifestHelper Init
- Implementation:Tensorflow Tfjs LayersModel Compile And Fit For Transfer
- Implementation:Farama Foundation Gymnasium NormalizeReward
- Implementation:Apache Druid IngestionProgressDialog
- Implementation:DevExpress Testcafe TestFileParserBase
- Implementation:Google deepmind Dm control Viewer User Input
- Implementation:Fastai Fastbook Pandas Read Csv
- Implementation:Helicone Helicone XAI Model Definitions
- Implementation:InternLM Lmdeploy Tensor
Heuristics
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:Speechbrain Speechbrain GAN Dual Optimizer Pattern
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
- Heuristic:PeterL1n BackgroundMattingV2 Refine Mode Selection
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Elevenlabs Elevenlabs python FFmpeg Mpv
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Dagster io Dagster GRPC Communication
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment