https://ai.google.dev/edge Skip to main content Google AI for Developers * Models * Gemini * About * Docs * API reference * Pricing * Imagen * About * Docs * Pricing * Veo * About * Docs * Pricing * Gemma * About * Docs * Gemmaverse Solutions * Build with Gemini * Gemini API * Google AI Studio * Customize Gemma open models * Gemma open models * Multi-framework with Keras * Fine-tune in Colab * Run on-device * Google AI Edge * Gemini Nano on Android * Chrome built-in web APIs * Build responsibly * Responsible GenAI Toolkit * Secure AI Framework Code assistance * Android Studio * Chrome DevTools * Colab * Firebase * Google Cloud * JetBrains * Jules * VS Code Showcase * Gemini Showcase * Gemini API Developer Competition Community * Google AI Forum * Gemini for Research [ ] / * English * Deutsch * Espanol - America Latina * Francais * Indonesia * Italiano * Polski * Portugues - Brasil * Shqip * Tieng Viet * Turkce * Russkii * `bryt * l`rbyW@ * frsy * hiNdii * baaNlaa * phaasaaaithy * Zhong Wen - Jian Ti * Zhong Wen - Fan Ti * Ri Ben Yu * hangugeo Sign in Google AI Edge MediaPipe * MediaPipe Solutions * MediaPipe Framework LiteRT Solutions Framework Model Explorer API Reference [ ] Google AI for Developers * * Models + More * Solutions + More + Google AI Edge + MediaPipe o More + LiteRT + Solutions + Framework + Model Explorer + API Reference * Code assistance + More * Showcase + More * Community + More * Gemini * About * Docs * API reference * Pricing * Imagen * About * Docs * Pricing * Veo * About * Docs * Pricing * Gemma * About * Docs * Gemmaverse * Build with Gemini * Gemini API * Google AI Studio * Customize Gemma open models * Gemma open models * Multi-framework with Keras * Fine-tune in Colab * Run on-device * Google AI Edge * Gemini Nano on Android * Chrome built-in web APIs * Build responsibly * Responsible GenAI Toolkit * Secure AI Framework * Android Studio * Chrome DevTools * Colab * Firebase * Google Cloud * JetBrains * Jules * VS Code * Gemini Showcase * Gemini API Developer Competition * Google AI Forum * Gemini for Research * MediaPipe Solutions * MediaPipe Framework Introducing LiteRT Next: A new set of APIs that improves and simplifies on-device hardware acceleration. * Home * Google AI Edge Send feedback Deploy AI across mobile, web, and embedded applications * On device Reduce latency. Work offline. Keep your data local & private. * * Cross-platform Run the same model across Android, iOS, web, and embedded. * * Multi-framework Compatible with JAX, Keras, PyTorch, and TensorFlow models. * * Full AI edge stack Flexible frameworks, turnkey solutions, hardware accelerators Ready-made solutions and flexible frameworks Low-code APIs for common AI tasks Cross-platform APIs to tackle common generative AI, vision, text, and audio tasks. Get started with MediaPipe tasks Deploy custom models cross-platform Performantly run JAX, Keras, PyTorch, and TensorFlow models on Android, iOS, web, and embedded devices, optimized for traditional ML and generative AI. Get started with LiteRT Feature 2 Shorten development cycles with visualization Visualize your model's transformation through conversion and quantization. Debug hotspots by overlaying benchmarks results. Get started with Model Explorer Feature 1 Build custom pipelines for complex ML features Build your own task by performantly chaining multiple ML models along with pre and post processing logic. Run accelerated (GPU & NPU) pipelines without blocking on the CPU. Get started with MediaPipe Framework Feature 2 The tools and frameworks that power Google's apps Explore the full AI edge stack, with products at every level -- from low-code APIs down to hardware specific acceleration libraries. [tools-diag] [media-pipe] MediaPipe Tasks Quickly build AI features into mobile and web apps using low-code APIs for common tasks spanning generative AI, computer vision, text, and audio. Generative AI Integrate generative language and image models directly into your apps with ready-to-use APIs. Vision Explore a large range of vision tasks spanning segmentation, classification, detection, recognition, and body landmarks. Text & audio Classify text and audio across many categories including language, sentiment, and your own custom categories. Get started tasks documentation icon Tasks documentation Find all of our ready-made low-code MediaPipe Tasks with documentation and code samples. Generative AI tasks icon Generative AI tasks Run LLMs and diffusion models on the edge with our MediaPipe generative AI tasks. try demos icon Try demos Explore our library of MediaPipe Tasks and try them yourself. Model maker documentation icon Model maker documentation Customize the models in our MediaPipe Tasks with your own data. [media-pipe] MediaPipe Framework A low level framework used to build high performance accelerated ML pipelines, often including multiple ML models combined with pre and post processing. Get started [lite-rt-lo] LiteRT Deploy AI models authored in any framework across mobile, web, and microcontrollers with optimized hardware specific acceleration. Multi-framework Convert models from JAX, Keras, PyTorch, and TensorFlow to run on the edge. Cross-platform Run the same exact model on Android, iOS, web, and microcontrollers with native SDKs. Lightweight & fast LiteRT's efficient runtime takes up only a few megabytes and enables model acceleration across CPU, GPU, and NPUs. Get started Pick a model icon Pick a model Pick a new model, retrain an existing one, or bring your own. convert icon Convert Convert your JAX, Keras, PyTorch, or Tensorflow model into an optimized LiteRT model. deploy icon Deploy Run a LiteRT model on Android, iOS, web, and microcontrollers. Quantize icon Quantize Compress your model to reduce latency, size, and peak memory. [model-expl] Model Explorer Visually explore, debug, and compare your models. Overlay performance benchmarks and numerics to pinpoint troublesome hotspots. Get started Gemini Nano in Android & Chrome Build generative AI experiences using Google's most powerful, on-device model Learn more about Android AICore Learn more about Chrome Built-In AI nano characters Recent videos and blog posts hero image for video A walkthrough for Android's on-device GenAI solutions 1 October 2024 How to bring your AI Model to Android devices 2 October 2024 Gemini Nano is now available on Android via experimental access 1 October 2024 TensorFlow Lite is now LiteRT 4 September 2024 Need to tell us more? [[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"], ["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"], ["Other","otherDown","thumb-down"]],[],[],[]] * Terms * Privacy * Manage cookies * English * Deutsch * Espanol - America Latina * Francais * Indonesia * Italiano * Polski * Portugues - Brasil * Shqip * Tieng Viet * Turkce * Russkii * `bryt * l`rbyW@ * frsy * hiNdii * baaNlaa * phaasaaaithy * Zhong Wen - Jian Ti * Zhong Wen - Fan Ti * Ri Ben Yu * hangugeo