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:Spotify Luigi Database Ingestion Pipeline
- Workflow:Mistralai Client python Azure Chat Completion
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Avhz RustQuant Stochastic Process Simulation
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:TobikoData Sqlmesh Dbt project migration
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
Principles
- Principle:Facebookresearch Habitat lab Dataset and Scene Preparation
- Principle:Spcl Graph of thoughts OpenAI Chat Integration
- Principle:BerriAI Litellm Retry And Fallback
- Principle:Speechbrain Speechbrain Dynamic Mixing Augmentation
- Principle:Tencent Ncnn Calibration Table Generation
- Principle:Truera Trulens Session Initialization
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:Dagster io Dagster Documentation URL Redirect Management
- Principle:Huggingface Datatrove Multilingual Word Tokenization
- Principle:Ucbepic Docetl Baseline Pipeline Authoring
Implementations
- Implementation:ClickHouse ClickHouse PCG Random
- Implementation:FlowiseAI Flowise ConfigInput
- Implementation:Ucbepic Docetl ApiUtils
- Implementation:Bentoml BentoML ServiceConfig
- Implementation:Ucbepic Docetl Directive MapToMapResolveReduce
- Implementation:Risingwavelabs Risingwave OpensearchRestHighLevelClientAdapter
- Implementation:Diagram of thought Diagram of thought Problem Tag Node Record
- Implementation:Facebookresearch Habitat lab UserMask
- Implementation:OpenHands OpenHands Toggle
- Implementation:Ray project Ray Release Data Tests Config
Heuristics
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Intel Ipex llm Use Cache Training Vs Inference
- Heuristic:Googleapis Python genai API Retry Backoff Strategy
- Heuristic:Langchain ai Langchain Retry Scope Best Practice
- Heuristic:Fede1024 Rust rdkafka Manual Offset Store Pattern
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Apache Airflow DAG Top Level Code Avoidance
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
Environments
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:BerriAI Litellm Python Runtime
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Openclaw Openclaw Mintlify Documentation Platform
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Turboderp org Exllamav2 Flash Attention Backend
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment