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:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Iamhankai Forest of Thought FoT Benchmark Evaluation
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Apache Paimon Table Read Write
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
Principles
- Principle:Microsoft LoRA Weight Merging for Inference
- Principle:Pyro ppl Pyro Algebraic Semirings
- Principle:Vespa engine Vespa RPM Package Creation
- Principle:Promptfoo Promptfoo Result Output
- Principle:Vespa engine Vespa Change Polling Loop
- Principle:FlowiseAI Flowise Edge Connection
- Principle:NVIDIA DALI Pipeline Validation
- Principle:Speechbrain Speechbrain Beam Search Decoding
- Principle:ARISE Initiative Robosuite Input Device Abstraction
- Principle:Bigscience workshop Petals Inference Session Management
Implementations
- Implementation:Huggingface Datasets Sql Builder
- Implementation:Turboderp org Exllamav2 Ext TP H
- Implementation:EvolvingLMMs Lab Lmms eval LongVT Utils
- Implementation:Cypress io Cypress Detect Browsers
- Implementation:Run llama Llama index GuidelineEvaluator
- Implementation:Apache Kafka CoordinatorRuntime OnMetadataUpdate
- Implementation:Ollama Ollama Tools Parser
- Implementation:CrewAIInc CrewAI Enterprise API Spec PtBR
- Implementation:Speechbrain Speechbrain Whisper Dataio Prepare
- Implementation:Microsoft Agent framework Content Function Approval Request Pattern
Heuristics
- Heuristic:Microsoft BIPIA Delta Weight CPU Loading
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Deepspeedai DeepSpeed Shared Memory Sizing
- Heuristic:Vibrantlabsai Ragas Nest Asyncio Uvloop Compatibility
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Microsoft Agent framework Async Context Manager Cleanup
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:Deepset ai Haystack Pipeline Deep Copy Safety
- Heuristic:Apache Paimon Vector Index Configuration Tips
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:LMCache LMCache NIXL Transfer Library
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Pyro ppl Pyro Python PyTorch Core
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Onnx Onnx Cpp Build Environment