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:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Googleapis Python genai Context Caching
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Apache Paimon Distributed Processing With Ray
Principles
- Principle:Microsoft DeepSpeedExamples Multimodal Model Composition
- Principle:Iterative Dvc Workspace Checkout
- Principle:Confident ai Deepeval Batch Evaluation Execution
- Principle:Helicone Helicone Asynchronous Log Queuing
- Principle:OWASP Www project top 10 for large language model applications Style Guide Conformance
- Principle:Apache Paimon Global Index Scan Building
- Principle:Online ml River Online Rule Learning
- Principle:Microsoft DeepSpeedExamples RLHF Data Preparation
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Apache Flink Compaction Request Triggering
Implementations
- Implementation:Apache Airflow Timezone Utilities
- Implementation:Run llama Llama index IndexStructType
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Add RMSNorm
- Implementation:Lance format Lance JsonUdf
- Implementation:Open compass VLMEvalKit HFChatModel
- Implementation:Mage ai Mage ai Source Write Records
- Implementation:ClickHouse ClickHouse Musl Lgammal
- Implementation:Explodinggradients Ragas ContextPrecision Metric
- Implementation:Ollama Ollama MLXRunner Server
- Implementation:Kserve Kserve Prediction Request Protocol
Heuristics
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:Microsoft Agent framework Function Invocation Defaults
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Tensorflow Tfjs WASM Cross Origin Isolation
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Ollama Ollama Download Retry Strategy
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:Microsoft Onnxruntime Convergence Debugging Tips
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
Environments
- Environment:Princeton nlp SimPO VLLM Inference
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Neuml Txtai API Server Configuration
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Langchain ai Langgraph Docker Deployment Environment
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Infiniflow Ragflow GPU CUDA Environment