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:CrewAIInc CrewAI Knowledge RAG Pipeline
- Workflow:OpenGVLab InternVL Preference Optimization
- Workflow:Sgl project Sglang Online Serving With OpenAI API
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Dagster io Dagster RAG Pipeline
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Onnx Onnx Model Validation
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
Principles
- Principle:Sktime Pytorch forecasting Dependency Diagnostics
- Principle:Princeton nlp Tree of thought llm Experiment Configuration
- Principle:OpenRLHF OpenRLHF Iterative DPO
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Nightwatchjs Nightwatch Client Initialization
- Principle:Axolotl ai cloud Axolotl DPO Training Execution
- Principle:Fede1024 Rust rdkafka FFI Binding Layer
- Principle:Online ml River Sklearn Compatibility
- Principle:Zai org CogVideo I2V Pipeline Loading
- Principle:Ggml org Llama cpp Inference Context Creation
Implementations
- Implementation:Google deepmind Mujoco Studio App
- Implementation:Puppeteer Puppeteer Merge Changelogs
- Implementation:Online ml River Compose TransformerUnion
- Implementation:Hiyouga LLaMA Factory Kernel Interface
- Implementation:Risingwavelabs Risingwave BinlogHistoryRecordComparator
- Implementation:OpenHands OpenHands SlackView
- Implementation:Trailofbits Fickling FicklingMLUnpickler Load
- Implementation:Unslothai Unsloth SyntheticDataKit
- Implementation:Anthropics Anthropic sdk python Cloud Provider Auth
- Implementation:Huggingface Peft GraloraConfig
Heuristics
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Cohere ai Cohere python Tokenizer Cache With TTL
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:HKUDS AI Trader A Share Lot Size Rule
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Sdv dev SDV Gaussian KDE Incompatibility
Environments
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:FlowiseAI Flowise Node Runtime Environment