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:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:Puppeteer Puppeteer Cross Browser Automation
- Workflow:Webdriverio Webdriverio Cucumber BDD Testing
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Puppeteer Puppeteer PDF Generation
Principles
- Principle:Allenai Open instruct DPO Loss
- Principle:LaurentMazare Tch rs FFI Collection Traits
- Principle:Online ml River Online Recommendation
- Principle:Mistralai Client python File Upload
- Principle:MaterializeInc Materialize Upgrade Validation
- Principle:Dotnet Machinelearning Binary Model Evaluation
- Principle:MarketSquare Robotframework browser Extension Import and Registration
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Eventual Inc Daft Row Wise UDF
- Principle:Huggingface Datasets Dataset Split Inspection
Implementations
- Implementation:Bentoml BentoML Server Classes
- Implementation:NVIDIA NeMo Aligner Attribute Annotate
- Implementation:Apache Druid OverlordDynamicConfigDialog
- Implementation:Kornia Kornia Confusion Matrix
- Implementation:Googleapis Python genai Caches Create
- Implementation:Datahub project Datahub DataHubClientException
- Implementation:ARISE Initiative Robosuite CompositionalRobots
- Implementation:FMInference FlexLLMGen DeepSpeed Runtime Constants
- Implementation:CrewAIInc CrewAI RAG Embedding Service
- Implementation:Facebookresearch Audiocraft MusicDataset init
Heuristics
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
- Heuristic:Princeton nlp Tree of thought llm API Request Batching
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Scikit learn Scikit learn Random State Management
Environments
- Environment:Dagster io Dagster GRPC Communication
- Environment:Mistralai Client python Agents Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Deepspeedai DeepSpeed CPU Environment