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:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Neuml Txtai Model Training
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:Onnx Onnx Version Conversion
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:SeldonIO Seldon core HuggingFace Model Serving
Principles
- Principle:Openai Openai agents python Guardrail Attachment
- Principle:Run llama Llama index Batch Evaluation Execution
- Principle:Cleanlab Cleanlab Segmentation Label Issue Filtering
- Principle:Kubeflow Pipelines KFP UI Access
- Principle:ARISE Initiative Robomimic Checkpoint Loading
- Principle:Protectai Llm guard Prompt Injection Detection
- Principle:Getgauge Taiko REPL Initialization
- Principle:Shiyu coder Kronos Batch Forecasting
- Principle:Wandb Weave Client Initialization
- Principle:Speechbrain Speechbrain VoxCeleb Data Preparation
Implementations
- Implementation:Ollama Ollama Imagegen Runner
- Implementation:SeleniumHQ Selenium Closure SafeHtml
- Implementation:Langchain ai Langchain BaseMemory
- Implementation:Microsoft Autogen Studio Auth Context
- Implementation:Online ml River Metrics RollingROCAUC
- Implementation:Hiyouga LLaMA Factory KTO Workflow
- Implementation:Nautechsystems Nautilus trader TradingNode Init
- Implementation:Bitsandbytes foundation Bitsandbytes Matmul Perf Model
- Implementation:TobikoData Sqlmesh SelectEnvironment
- Implementation:Huggingface Peft FourierFTModel
Heuristics
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:Deepspeedai DeepSpeed Sequence Parallel PyTorch Version
- Heuristic:Mlc ai Web llm Low Resource Model Selection
Environments
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Explodinggradients Ragas LLM Provider Environment
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Langgenius Dify Node Frontend Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Sgl project Sglang Grafana