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:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Onnx Onnx Model Creation
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:Apache Spark Application Submission
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Shiyu coder Kronos Batch Prediction
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
Principles
- Principle:Interpretml Interpret LIME Tabular Explanation
- Principle:Ggml org Llama cpp Unicode Text Processing
- Principle:CARLA simulator Carla Build Prerequisites
- Principle:VainF Torch Pruning Hessian Importance
- Principle:Sktime Pytorch forecasting Synthetic Data Generation
- Principle:Microsoft Agent framework Agent Context Management
- Principle:CrewAIInc CrewAI Manager Agent Configuration
- Principle:Openai Openai agents python Function Tool Definition
- Principle:Online ml River Rust Performance Acceleration
- Principle:Huggingface Trl GRPO Training Loop
Implementations
- Implementation:Online ml River Sketch Histogram
- Implementation:Kserve Kserve LocalModelCache CRD
- Implementation:Haotian liu LLaVA Controller Class
- Implementation:Vespa engine Vespa Prepare Sh
- Implementation:Huggingface Trl HfArgumentParser PPOConfig
- Implementation:Explodinggradients Ragas Evaluate Function
- Implementation:Openai Openai agents python InputGuardrail OutputGuardrail
- Implementation:SeleniumHQ Selenium HasFullPageScreenshot
- Implementation:Tensorflow Tfjs Metrics Test
- Implementation:ArroyoSystems Arroyo Debezium Extension
Heuristics
- Heuristic:Alibaba MNN Memory Mode Selection
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Liu00222 Open Prompt Injection Attack Effectiveness Hierarchy
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Openai Openai python Structured Output Strict Schema
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Infiniflow Ragflow Reranking Weight Tuning
Environments
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:Huggingface Datasets Image Dependencies
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:EvolvingLMMs Lab Lmms eval Python Runtime Environment