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:Mistralai Client python Chat Completion
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Lance format Lance Vector Search Pipeline
- Workflow:Puppeteer Puppeteer PDF Generation
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Huggingface Peft QLoRA SFT Finetuning
- Workflow:ArroyoSystems Arroyo UDF Development
- Workflow:Kornia Kornia Differentiable Image Augmentation
Principles
- Principle:Openai Openai python Embedding Result Processing
- Principle:Pyro ppl Pyro No U Turn Sampling
- Principle:Gretelai Gretel synthetics Synthetic Data Quality Evaluation
- Principle:Tencent Ncnn Non Maximum Suppression
- Principle:Huggingface Transformers Adapter Loading And Switching
- Principle:Farama Foundation Gymnasium Episode Statistics Tracking
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Dequantization And Matmul
- Principle:Datajuicer Data juicer Operator Package Registration
- Principle:ClickHouse ClickHouse HTTP Authentication
- Principle:Webdriverio Webdriverio Cloud Capabilities Definition
Implementations
- Implementation:Elevenlabs Elevenlabs python ChapterSnapshotExtendedResponseModel
- Implementation:Rapidsai Cuml Breast Cancer Dataset
- Implementation:Cohere ai Cohere python Types Init
- Implementation:LaurentMazare Tch rs Atari Wrappers
- Implementation:Predibase Lorax Seq2Seq LM
- Implementation:Tencent Ncnn Cpu Feature Detection
- Implementation:Scikit learn Scikit learn ConfusionMatrixDisplay
- Implementation:LMCache LMCache VLLM Multi Process Adapter
- Implementation:Apache Druid Hjson Context
- Implementation:Langchain ai Langgraph SerializerProtocol
Heuristics
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Mlc ai Mlc llm Optimization Level Selection
Environments
- Environment:Wandb Weave Python SDK Runtime
- Environment:Protectai Llm guard ONNX Runtime Acceleration
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools
- Environment:Getgauge Taiko Docker Container