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:Apache Airflow DAG Authoring and Deployment
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:TobikoData Sqlmesh Incremental model development
- Workflow:Deepset ai Haystack RAG Pipeline
- Workflow:Helicone Helicone Cost Calculation Pipeline
- Workflow:Vllm project Vllm Multi LoRA Serving
Principles
- Principle:Duckdb Duckdb Performance Regression Detection
- Principle:Confident ai Deepeval Retriever Span Enrichment
- Principle:Togethercomputer Together python File Upload
- Principle:Microsoft Autogen Tool Augmented Agent
- Principle:Togethercomputer Together python Fine Tuning Job Creation
- Principle:HKUDS AI Trader Web Search Integration
- Principle:Mit han lab Llm awq Weight Clipping Optimization
- Principle:Online ml River Conformal Prediction
- Principle:ARISE Initiative Robosuite Two Arm Task Design
- Principle:Avhz RustQuant Numerical Integration
Implementations
- Implementation:Triton inference server Server L0 Config Json Test
- Implementation:Scikit learn Scikit learn EstimatorTags
- Implementation:Openai Openai node Package Manifest
- Implementation:Axolotl ai cloud Axolotl Load Tokenizer
- Implementation:Cypress io Cypress RewriteJs
- Implementation:TobikoData Sqlmesh Selector
- Implementation:Langchain ai Langchain ChatXAI
- Implementation:Ollama Ollama FromChatRequest
- Implementation:Kserve Kserve LLMInferenceService Full CRD
- Implementation:Sktime Pytorch forecasting Tuner Lr Find
Heuristics
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Dotnet Machinelearning Numerical Stability Guards
- Heuristic:MaterializeInc Materialize Docker Image Cache Lookup
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
Environments
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:FlowiseAI Flowise Database Environment
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:NVIDIA NeMo Aligner NeMo Framework GPU Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Bentoml BentoML NVIDIA GPU Resource