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:Guardrails ai Guardrails Custom Validator Development
- Workflow:Webdriverio Webdriverio Component Testing
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Triton inference server Server Model Performance Tuning
- Workflow:Arize ai Phoenix LLM Evaluation Pipeline
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Tensorflow Tfjs GPT2 Text Generation
- Workflow:Vespa engine Vespa CI CD build pipeline
- Workflow:Openai Openai node Function Calling
Principles
- Principle:Sdv dev SDV Gaussian Copula Synthesis
- Principle:Apache Airflow Task Communication
- Principle:Heibaiying BigData Notes Hive Query Execution
- Principle:LMCache LMCache CacheBlend Connector Initialization
- Principle:Eventual Inc Daft Distributed Scaling Ray
- Principle:Pola rs Polars Streaming Engine Configuration
- Principle:Huggingface Trl SFT Argument Configuration
- Principle:Tencent Ncnn Calibration Dataset Preparation
- Principle:Microsoft Onnxruntime Nodejs Inference Execution
- Principle:Zai org CogVideo LoRA Export and Inference
Implementations
- Implementation:Iterative Dvc DataCloud Status
- Implementation:Neuml Txtai Workflow Call
- Implementation:SeleniumHQ Selenium HasPermissions
- Implementation:Tensorflow Tfjs CPU MaxPoolGrad Kernel
- Implementation:InternLM Lmdeploy Profile Restful Api
- Implementation:Infiniflow Ragflow Versions
- Implementation:OpenHands OpenHands Spinner
- Implementation:Spcl Graph of thoughts KeywordCountingPrompter
- Implementation:HKUDS AI Trader Merge JSONL Pattern
- Implementation:Arize ai Phoenix Generated V1 Types
Heuristics
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Roboflow Rf detr Resolution Divisibility Rule
Environments
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Langchain ai Langchain Python 3 10 Runtime
- Environment:Langchain ai Langchain LangSmith Tracing Config
- Environment:Apache Flink Java Build Environment
- Environment:SeldonIO Seldon core Python ML Dependencies Environment
- Environment:Ollama Ollama GPU Runtime
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Obss Sahi Python Pycocotools
- Environment:Online ml River Python Runtime Environment