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:Pytorch Serve LLM Deployment vLLM
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Wandb Weave Tracing Setup
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Mlc ai Mlc llm Mobile Deployment
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
Principles
- Principle:FMInference FlexLLMGen DeepSpeed Configuration Autotuning
- Principle:Mlc ai Web llm Extension Service Worker
- Principle:Snorkel team Snorkel Labeling Function Definition
- Principle:Turboderp org Exllamav2 Dynamic Generator Setup
- Principle:Huggingface Optimum Reversible Transformation
- Principle:Datahub project Datahub Entity Upsert
- Principle:Microsoft Playwright Execute Automation Command
- Principle:Hiyouga LLaMA Factory Causal Language Model Pretraining
- Principle:Teamcapybara Capybara Pre Registered Drivers
- Principle:Datajuicer Data juicer Ray Cluster Initialization
Implementations
- Implementation:Open compass VLMEvalKit MMMath
- Implementation:Teamcapybara Capybara RSpec Matchers HaveSelector
- Implementation:InternLM Lmdeploy Smooth Quant
- Implementation:SeleniumHQ Selenium Bootstrap Main Entry
- Implementation:Puppeteer Puppeteer Cdp TargetManager
- Implementation:Cohere ai Cohere python EmbedContent Union
- Implementation:Teamcapybara Capybara Capybara Server Configuration
- Implementation:Lance format Lance LegacyStructEncoding
- Implementation:LMCache LMCache Config
- Implementation:Neuml Txtai Annoy ANN
Heuristics
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Fede1024 Rust rdkafka Multi Version Dependency Hazard
- Heuristic:Iamhankai Forest of Thought Self Correction Confidence Threshold
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Langchain ai Langgraph Stream Mode Selection
Environments
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Tencent Ncnn Vulkan Environment
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Openai Openai node WebSocket Dependency
- Environment:MarketSquare Robotframework browser CI GitHub Actions