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:Mlc ai Mlc llm REST API Serving
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:Google research Deduplicate text datasets Cross dataset deduplication
Principles
- Principle:Puppeteer Puppeteer Bluetooth Emulation
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Apache Hudi Table Schema Definition
- Principle:Kornia Kornia ONNX Export
- Principle:Online ml River Baseline Drift Detection
- Principle:Astronomer Astronomer cosmos Cloud Storage Connection Setup
- Principle:Pyro ppl Pyro MCMC Convergence Diagnostics
- Principle:Interpretml Interpret Optimal Transport Selection
- Principle:LLMBook zh LLMBook zh github io LoRA Adapter Merging
- Principle:Ollama Ollama Anthropic Trace Logging
Implementations
- Implementation:Google deepmind Dm control Composer Entity
- Implementation:Microsoft Playwright BrowserContextDispatcher
- Implementation:Deepseek ai Janus Apply Sft Template JanusFlow
- Implementation:Scikit learn Scikit learn Cross Val Predict
- Implementation:FlowiseAI Flowise NodeInfoDialog
- Implementation:Recommenders team Recommenders Notebook Memory Management
- Implementation:Apache Flink HadoopUtils
- Implementation:Predibase Lorax Strategy Registry
- Implementation:Neuml Txtai Graph Query
- Implementation:Pytorch Serve Management API
Heuristics
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Mlc ai Mlc llm Engine Mode Selection
- Heuristic:Langgenius Dify Env Sync Upgrade Strategy
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Arize ai Phoenix AIMD Concurrency Control
- Heuristic:Cleanlab Cleanlab Multiprocessing Platform Strategy
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
Environments
- Environment:Sgl project Sglang CUDA SM100
- Environment:VainF Torch Pruning CUDA GPU Benchmarking
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Sgl project Sglang GitHub Actions
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Openai Openai node OpenAI API Credentials
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Kserve Kserve Leader Worker Set