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:Haotian liu LLaVA Single Image Inference
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:FlagOpen FlagEmbedding Reranker Finetuning
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Kubeflow Pipelines Pipeline Control Flow
Principles
- Principle:Microsoft Semantic kernel Observability Filters
- Principle:Avhz RustQuant Numerical Integration
- Principle:Huggingface Datasets Sequence Feature Handling
- Principle:ClickHouse ClickHouse Type Safe Wrappers
- Principle:LaurentMazare Tch rs Recurrent Neural Network
- Principle:Pola rs Polars Streaming Sink Execution
- Principle:Nautechsystems Nautilus trader Strategy Shutdown
- Principle:SeleniumHQ Selenium Driver Service Lifecycle
- Principle:Treeverse LakeFS Branch Creation
- Principle:FlowiseAI Flowise Agentflow Listing
Implementations
- Implementation:Kornia Kornia ScaleSpaceDetector
- Implementation:CrewAIInc CrewAI Oxylabs Amazon Search Tool
- Implementation:VainF Torch Pruning Ops
- Implementation:Apache Druid ServicePropertiesTable
- Implementation:TobikoData Sqlmesh DbtContext Add Macros
- Implementation:Onnx Onnx Convert Model To External Data
- Implementation:Open compass VLMEvalKit Supported Video Datasets
- Implementation:OpenBMB UltraFeedback Inference Environment Setup
- Implementation:Ggml org Llama cpp Chat Peg Parser
- Implementation:Unstructured IO Unstructured CI Workflow
Heuristics
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Openai CLIP Linear Probe Regularization C
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Kserve Kserve NCCL RoCE Auto Detection
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Langgenius Dify Extension Initialization Order
Environments
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Alibaba ROLL Ascend NPU Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:Datahub project Datahub Java 17 Backend Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Nightwatchjs Nightwatch Node 18 Runtime