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:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Google deepmind Dm control Manipulation Task Setup
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:CarperAI Trlx ILQL Offline Training
Principles
- Principle:Datahub project Datahub Spark Listener Configuration
- Principle:Lucidrains X transformers Aligned Model Evaluation
- Principle:Microsoft Playwright Configure Recording Context
- Principle:Elevenlabs Elevenlabs python Client Initialization
- Principle:Speechbrain Speechbrain LibriTTS Data Preparation
- Principle:Ray project Ray Multi Language Cluster Initialization
- Principle:Ollama Ollama Token Sampling
- Principle:Alibaba ROLL LLM Response Generation
- Principle:Iterative Dvc Target Resolution
- Principle:NVIDIA TransformerEngine FP8 Quantization
Implementations
- Implementation:FlowiseAI Flowise GenerateAgentflow
- Implementation:Run llama Llama index VectorStoreIndex From Documents
- Implementation:Treeverse LakeFS Java SDK RepositoriesApi
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Openai Evals Get Final Results From Dir
- Implementation:Zai org CogVideo LapLoss
- Implementation:TobikoData Sqlmesh Model File
- Implementation:Deepset ai Haystack ExtractedAnswer Dataclass
- Implementation:Langchain ai Langgraph Task Decorator
- Implementation:ArroyoSystems Arroyo Pipeline Editor Tabs
Heuristics
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Treeverse LakeFS Retry Backoff Configuration
- Heuristic:OpenBMB UltraFeedback Position Bias Mitigation
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Lance format Lance Fragment Sizing Strategy
Environments
- Environment:Vllm project Vllm AMD ROCm
- Environment:Vllm project Vllm ROCm
- Environment:Spcl Graph of thoughts Local LLaMA GPU Inference
- Environment:Bigscience workshop Petals Python Transformers
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:Predibase Lorax Docker Container Runtime
- Environment:SeleniumHQ Selenium Contributor Development Environment