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:Run llama Llama index Data Ingestion Pipeline
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Openai Evals Running an eval set
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:CARLA simulator Carla Traffic Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:MaterializeInc Materialize dbt Integration
Principles
- Principle:Rapidsai Cuml Model Explainability
- Principle:Ollama Ollama Model Loading And GPU Scheduling
- Principle:Openai Evals Result Aggregation
- Principle:DataExpert io Data engineer handbook SparkSession Test Fixture
- Principle:Onnx Onnx Model Merging
- Principle:Mistralai Client python Embedding Response Processing
- Principle:Mage ai Mage ai SQL Schema Discovery
- Principle:Helicone Helicone Authentication Flow
- Principle:Eventual Inc Daft Session Management
- Principle:Pytorch Serve Recommendation Model Serving
Implementations
- Implementation:Spcl Graph of thoughts Thought
- Implementation:Evidentlyai Evidently Legacy Custom Value Metric
- Implementation:Datahub project Datahub DataJob Entity
- Implementation:SeleniumHQ Selenium Closure Math Box
- Implementation:Explodinggradients Ragas DSPyOptimizer Class
- Implementation:Hiyouga LLaMA Factory Quantization
- Implementation:InternLM Lmdeploy DLPack
- Implementation:FlowiseAI Flowise FlowListTable
- Implementation:Openai Openai python Response Function Call Args Delta
- Implementation:Microsoft Semantic kernel ProcessFunctionTargetBuilder
Heuristics
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
Environments
- Environment:Sail sg LongSpec Training Environment
- Environment:Sgl project Sglang Distributed
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:Spotify Luigi PostgreSQL Server
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Tensorflow Serving Build Environment