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:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Online ml River Time Series Forecasting
- Workflow:Openai Whisper Audio Transcription
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Iterative Dvc Data Tracking
- Workflow:Obss Sahi COCO Evaluation
Principles
- Principle:Nautechsystems Nautilus trader Rust Workspace Organization
- Principle:Kserve Kserve CRD Schema Validation
- Principle:Langgenius Dify UserSettings
- Principle:DevExpress Testcafe Fixture Declaration
- Principle:Risingwavelabs Risingwave Sink Data Delivery
- Principle:Predibase Lorax HTTP Client Connection
- Principle:Ggml org Ggml Model Architecture Initialization
- Principle:Deepspeedai DeepSpeed Supervised Fine Tuning
- Principle:Triton inference server Server Health Check API
- Principle:Togethercomputer Together python File Upload For Batch
Implementations
- Implementation:Spotify Luigi SparkeyExportTask
- Implementation:ArroyoSystems Arroyo Create Pipeline Page
- Implementation:ARISE Initiative Robosuite MultiTableArena
- Implementation:Huggingface Datatrove SamplerFilter
- Implementation:Mistralai Client python FineTuningJobs Get List
- Implementation:Cohere ai Cohere python API Key From Environment
- Implementation:Iterative Dvc Output Add
- Implementation:Langfuse Langfuse ExperimentsRouter ValidateConfig
- Implementation:Openai CLIP Class Label Template Preparation
- Implementation:Langchain ai Langgraph Create React Agent
Heuristics
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:CarperAI Trlx PEFT LoRA Integration
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:MaterializeInc Materialize CI Agent Prioritization
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:PacktPublishing LLM Engineers Handbook Chunking Strategy By Content Type
Environments
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Sgl project Sglang Web
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Microsoft LoRA NLU Conda Environment
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Haosulab ManiSkill Python SAPIEN Core