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:Openai Whisper Audio Transcription
- Workflow:Apache Kafka Broker Startup
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Openai Evals Running an eval set
- Workflow:Truera Trulens RAG With Guardrails
Principles
- Principle:TobikoData Sqlmesh Approval And Production Deployment
- Principle:Mlflow Mlflow Production Deployment
- Principle:NVIDIA TransformerEngine Distributed Initialization
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:OpenRLHF OpenRLHF Direct Preference Optimization
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Bigscience workshop Petals Prompt Tuning
- Principle:Huggingface Datasets Feature Schema Inspection
- Principle:TobikoData Sqlmesh Dev Environment Testing For Incremental
- Principle:Microsoft Semantic kernel Agent Process Integration
Implementations
- Implementation:Google deepmind Mujoco Filament Render Context Header
- Implementation:Microsoft Autogen Studio MCP Prompts Tab
- Implementation:Pola rs Polars LazyFrame Explain Show Graph
- Implementation:Apache Druid SqlInput
- Implementation:Haosulab ManiSkill URDFLoader
- Implementation:Langgenius Dify Check I18n
- Implementation:OpenRLHF OpenRLHF GEM Multiturn AgentExecutor
- Implementation:Rapidsai Cuml Make Blobs
- Implementation:FlagOpen FlagEmbedding BGE M3 Modeling
- Implementation:Microsoft Playwright WkBrowser
Heuristics
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Puppeteer Puppeteer Timeout Hierarchy
- Heuristic:ARISE Initiative Robosuite Observation Key Selection
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Pyro ppl Pyro Gradient Variance Reduction
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
Environments
- Environment:Vllm project Vllm Python
- Environment:OpenHands OpenHands SaaS Server Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:OpenBMB UltraFeedback OpenAI API Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies