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:Google deepmind Dm control MJCF Model Composition
- Workflow:PrefectHQ Prefect API Sourced ETL
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Onnx Onnx Version Conversion
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
Principles
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:MaterializeInc Materialize Release Prerequisite Verification
- Principle:Zai org CogVideo SAT Video Decoding and Export
- Principle:Eventual Inc Daft Streaming Row Iteration
- Principle:PacktPublishing LLM Engineers Handbook Content Crawling
- Principle:Testtimescaling Testtimescaling github io Comparison Table Editing
- Principle:Lucidrains X transformers Encoder Decoder Training
- Principle:TobikoData Sqlmesh Project Loading And Validation
- Principle:Apache Paimon Vector Search Query Construction
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
Implementations
- Implementation:Tensorflow Serving Multi Inference Test
- Implementation:Wandb Weave Bump Version Release
- Implementation:HKUDS AI Trader TransactionLoader
- Implementation:Microsoft Playwright PlaywrightConnection
- Implementation:Getgauge Taiko RuntimeHandler
- Implementation:TobikoData Sqlmesh Context Invalidate Environment
- Implementation:Datajuicer Data juicer ImageAspectRatioFilter
- Implementation:ArroyoSystems Arroyo Create Connection Page
- Implementation:Scikit learn contrib Imbalanced learn KMeansSMOTE
- Implementation:SeleniumHQ Selenium Closure Testing Asserts
Heuristics
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
Environments
- Environment:Vllm project Vllm CPU Runtime
- Environment:Intel Ipex llm Build Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Arize ai Phoenix Python Runtime
- Environment:Kserve Kserve Python Runtime
- Environment:Apache Spark Python Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:SeldonIO Seldon core Docker Compose Local Environment
- Environment:Ray project Ray Python Runtime Environment