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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:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Lakeraai Pint benchmark Custom Dataset Benchmarking
Principles
- Principle:Spcl Graph of thoughts Sorting Response Parsing
- Principle:CarperAI Trlx Online RL Training
- Principle:VainF Torch Pruning Model Complexity Profiling
- Principle:Pyro ppl Pyro Epidemiological Modeling
- Principle:Lucidrains X transformers Autoregressive Wrapper Setup
- Principle:Truera Trulens LangGraph Agent Wrapping
- Principle:Huggingface Transformers Input Preprocessing
- Principle:Hpcaitech ColossalAI Preference Dataloader Setup
- Principle:Online ml River Rust Performance Acceleration
- Principle:NVIDIA NeMo Aligner SteerLM Data Preparation
Implementations
- Implementation:Togethercomputer Together python ImageResponse Handling
- Implementation:Tensorflow Tfjs Variables Test
- Implementation:Cleanlab Cleanlab Get Label Quality Scores
- Implementation:Sail sg LongSpec Hydra YAML Composition
- Implementation:Hiyouga LLaMA Factory SFT Metric
- Implementation:ARISE Initiative Robosuite JointPositionController
- Implementation:Open compass VLMEvalKit InstructBLIP
- Implementation:FlagOpen FlagEmbedding Embedding Similarity Scoring
- Implementation:Huggingface Alignment handbook Setup Chat Format
- Implementation:Puppeteer Puppeteer CDPSession
Heuristics
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Apache Kafka Log4j Migration Compatibility
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Dotnet Machinelearning Tokenizer Caching Strategy
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
Environments
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Sgl project Sglang GitHub Actions
- Environment:Vllm project Vllm CUDA
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Apache Kafka Committer Tools Environment
- Environment:Lm sys FastChat API Keys And Credentials