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:Huggingface Optimum Model Export
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:FlagOpen FlagEmbedding Reranker Inference
- Workflow:PacktPublishing LLM Engineers Handbook Dataset Generation
Principles
- Principle:PrefectHQ Prefect HTML Fetching
- Principle:Vllm project Vllm Output Validation
- Principle:Haosulab ManiSkill Trajectory Dataset Loading
- Principle:Langchain ai Langgraph Node Registration
- Principle:Tensorflow Serving Model Warmup
- Principle:Mlflow Mlflow Prompt Loading and Formatting
- Principle:Tensorflow Serving Servable Identity And State
- Principle:Zai org CogVideo Finite Scalar Quantization
- Principle:Ollama Ollama GGUF Model Conversion Gemma3n
- Principle:Neuml Txtai Numeric Vector Search
Implementations
- Implementation:Ucbepic Docetl ApiUtils
- Implementation:Arize ai Phoenix Legacy AnthropicModel
- Implementation:Infiniflow Ragflow Canvas Run
- Implementation:Ray project Ray PyFunction CppFunction Of
- Implementation:AUTOMATIC1111 Stable diffusion webui Img2img init
- Implementation:Openai Openai node Ecosystem CLI
- Implementation:Mage ai Mage ai Destination Process
- Implementation:Huggingface Peft Update And Allocate
- Implementation:Webdriverio Webdriverio WebDriver Utils
- Implementation:Openai Openai python Realtime Conversation Item Create
Heuristics
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Neuml Txtai Memory Streaming Optimization
Environments
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Apache Dolphinscheduler Database Backend
- Environment:Sail sg LongSpec Training Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:SqueezeAILab ETS Evaluation Python Stack