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:Vibrantlabsai Ragas Agent Evaluation
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Predibase Lorax Server Deployment
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:Apache Paimon Developer Tooling
- Principle:Huggingface Alignment handbook Model Loading
- Principle:Hpcaitech ColossalAI Distributed Model Inference
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:Huggingface Datasets Lance Dataset Building
- Principle:Apache Beam Element Bundling
- Principle:SeldonIO Seldon core Tabular Data Query Filtering
- Principle:Tensorflow Serving Simple Server Bootstrap
- Principle:Ggml org Ggml Backend Plugin Loading
- Principle:Obss Sahi Detectron2 Config Export
Implementations
- Implementation:Webdriverio Webdriverio Node Utils
- Implementation:Kserve Kserve Batcher Sample Input
- Implementation:Truera Trulens Feedback On Selectors
- Implementation:DataTalksClub Data engineering zoomcamp Confluent PySpark Streaming
- Implementation:InternLM Lmdeploy AttentionTemplate
- Implementation:Ollama Ollama Imagegen Flux2 VAE
- Implementation:FlowiseAI Flowise ResetPassword
- Implementation:MaterializeInc Materialize Scenario Run
- Implementation:Alibaba MNN FlatBuffers Monster Generated H
- Implementation:Protectai Llm guard PromptInjection
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Pytorch Serve CPU Performance Tuning
- Heuristic:Huggingface Datasets Warning Deprecated Pandas Builder
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
Environments
- Environment:Tensorflow Serving Build Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Lucidrains X transformers Python Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Roboflow Rf detr ONNX Export Environment
- Environment:Huggingface Peft GPU Hardware Detection
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:PrefectHQ Prefect Prefect Server Database