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:Dagster io Dagster LLM Fine Tuning
- Workflow:Nautechsystems Nautilus trader Data loading and cataloging
- Workflow:Online ml River Online Clustering
- Workflow:Togethercomputer Together python Image Generation
- Workflow:Zai org CogVideo Video Editing DDIM Inversion
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:ContextualAI HALOs Online Iterative Alignment
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Allenai Open instruct Reward Model Training
Principles
- Principle:Confident ai Deepeval Trace Metadata Enrichment
- Principle:Sktime Pytorch forecasting Tensor Utilities
- Principle:Arize ai Phoenix OTel Dependency Setup
- Principle:Microsoft Onnxruntime Memory Optimization
- Principle:Microsoft DeepSpeedExamples Inference Performance Measurement
- Principle:Langchain ai Langchain Package Scaffolding
- Principle:CARLA simulator Carla Unreal Engine Build
- Principle:Kubeflow Kubeflow Multi User Configuration
- Principle:Microsoft Autogen Swarm Orchestration
- Principle:CrewAIInc CrewAI Tool Assignment
Implementations
- Implementation:Neuml Txtai HFPipeline
- Implementation:Recommenders team Recommenders Benchmark Train Models
- Implementation:Run llama Llama index FunctionTool From Defaults
- Implementation:InternLM Lmdeploy Tensor
- Implementation:Predibase Lorax Triton LibEntry
- Implementation:Ollama Ollama MLXRunner MLX Generated C
- Implementation:Sdv dev SDV Evaluate Quality Multi Table
- Implementation:Huggingface Trl RewardTrainer Init Train
- Implementation:Infiniflow Ragflow Agent Constants
- Implementation:Haosulab ManiSkill Link
Heuristics
- Heuristic:OpenBMB UltraFeedback Principle Distribution Tuning
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:HKUDS AI Trader Linear Retry Backoff
- Heuristic:Huggingface Open r1 Code Execution Timeout Strategy
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:ARISE Initiative Robosuite XML Reset Method Tradeoff
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
Environments
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Cleanlab Cleanlab Python Core Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime