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:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Turboderp org Exllamav2 EXL2 Model Conversion
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Explodinggradients Ragas Test Data Generation
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Predibase Lorax Server Deployment
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
Principles
- Principle:Deepseek ai Janus ODE Denoising
- Principle:DataExpert io Data engineer handbook SparkSession Test Fixture
- Principle:Roboflow Rf detr Model Computational Profiling
- Principle:MarketSquare Robotframework browser Library Import and Configuration
- Principle:Treeverse LakeFS Data Upload
- Principle:Triton inference server Server Signal Handling
- Principle:Haifengl Smile Linear System Solving
- Principle:DataExpert io Data engineer handbook Tumbling Window
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:Pyro ppl Pyro MCMC Posterior Prediction
Implementations
- Implementation:Lance format Lance ProjectionPlan
- Implementation:TobikoData Sqlmesh SourceList
- Implementation:EvolvingLMMs Lab Lmms eval Open ASR Utils
- Implementation:Microsoft Playwright Server Browser
- Implementation:Volcengine Verl SAPO Training Script
- Implementation:SeleniumHQ Selenium FederatedCredentialManagementAccount
- Implementation:Cypress io Cypress Yarn Workspace Install
- Implementation:Open compass VLMEvalKit MMHelix Sudoku Eval
- Implementation:PacktPublishing LLM Engineers Handbook InferenceExecutor Execute
- Implementation:EvolvingLMMs Lab Lmms eval Cli Evaluate Task Test
Heuristics
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:CarperAI Trlx Delta Rewards
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:PacktPublishing LLM Engineers Handbook RAG Retrieval Parameters
- Heuristic:Nautechsystems Nautilus trader Inflight Order Check Threshold
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
Environments
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:ARISE Initiative Robosuite MuJoCo Python
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Apache Spark JDK Build Environment