Posted by Joseph Lewis – Technical Author, Android AI
AI on Android Highlight Week this yr runs September thirtieth to October 4th! As a part of the Android “Highlight Weeks” collection, this week’s content material and updates are your gateway to understanding methods to combine cutting-edge AI into your Android apps. Whether or not you are a seasoned Android developer, an AI fanatic, or simply beginning out in your improvement journey, prepare for per week stuffed with insightful periods, sensible demos, and galvanizing success tales that’ll aid you construct intuitive and highly effective AI integrations.
All through the week, we’ll dive into the core applied sciences driving AI experiences on Android. This weblog will probably be up to date all through the week with hyperlinks to new bulletins and sources, so test again right here every day for updates!
Monday: Getting began with AI
September 30, 2024
Learn to start with AI on Android improvement. Perceive which AI fashions and variations you possibly can work with. Study developer instruments that will help you begin constructing options empowered with AI.
We’ll information you thru the variations between conventional programming and machine studying, and distinction conventional machine studying with generative AI. The put up explains giant language fashions (LLMs), the transformer structure, and key ideas like context home windows and embeddings. It additionally touches on fine-tuning and the way forward for LLMs on Android.
Learn the weblog put up: A fast introduction to giant language fashions for Android Builders
We’ll then present a glance behind the scenes at our work bettering developer productiveness with Gemini in Android Studio. We’ll talk about Studio’s new AI code completion function, how we have been working to enhance the accuracy and high quality of advised code, and the way this function can profit your workflow.
Learn the weblog put up: Gemini in Android Studio: Code Completion features highly effective mannequin enhancements
Tuesday: On-device AI capabilities with Gemini Nano
October 1, 2024
Uncover how Gemini Nano empowers Android builders to unlock the total potential of generative AI, providing personalization and privateness advantages for next-generation apps. We’ll share how one can start integrating your Android apps with on-device LLMs. Search for extra info and bulletins right here on Tuesday!
Wednesday: On-device AI with customized fashions
October 2, 2024
On Wednesday, we’ll aid you perceive methods to convey your personal AI mannequin to Android gadgets, and how one can combine instruments and applied sciences from Google and different sources. The flexibility to run subtle AI fashions straight on gadgets – whether or not it is a smartphone, pill, or embedded system – opens up thrilling potentialities for higher efficiency, privateness, usability, and value effectivity.
We’ll additionally provide you with an in depth walkthrough of how Android builders can leverage Google AI Edge Torch to transform PyTorch machine studying fashions for on-device execution, utilizing the LiteRT and MediaPipe Duties libraries. This walkthrough consists of code examples and explanations for changing a MobileViT mannequin for picture classification and a DIS mannequin for segmentation, and highlights the steps concerned in getting ready these fashions for seamless integration into Android functions. By following this information, builders can harness PyTorch fashions to boost their Android apps with superior machine studying capabilities.
Thursday: Entry cloud fashions with Android SDKs
October 3, 2024
Faucet into the boundless potential of Gemini 1.5 Professional and Gemini 1.5 Flash, the revolutionary generative AI fashions which might be redefining the capabilities of Android apps. With Gemini 1.5 Professional and 1.5 Flash, you will have the instruments you’ll want to create apps which might be actually clever and interactive.
On Thursday, we’ll provide you with a codelab that’ll aid you perceive methods to combine the Gemini API capabilities into your Android tasks. We’ll information you thru crafting efficient prompts and combine Vertex AI in Firebase. By the top of this hands-on tutorial, you’ll implement options like textual content summarization in your personal app all powered by the cutting-edge Gemini fashions.
Subsequent we’ll publish a weblog put up exploring the potential of the Gemini API with case research. We’ll delve into how Android builders are leveraging generative AI capabilities in modern methods, showcasing real-world examples of apps which have efficiently built-in the Gemini API. From meal planning to journaling and customized person experiences, the article highlights examples of how Android builders are already benefiting from Gemini transformative capabilities of their apps.
We’ll additionally share with you examples of superior options of the Gemini API to transcend easy textual content prompting. You may find out how system directions can form the mannequin conduct, how JSON assist streamlines improvement, and the way multimodal capabilities and performance calling can unlock thrilling new use instances on your apps.
Friday: Construct with AI on Android and past
October 4, 2024
Because the capstone for AI on Android Highlight Week, we’ll host a dialogue with Kateryna Semenova, Oli Gaymond, Miguel Ramos, and Khanh LeViet to speak about constructing with AI on Android. We’ll discover the newest AI developments tailor-made for Android engineers, showcasing how these applied sciences can elevate your app improvement sport. By way of participating discussions and real-world examples, we’ll unveil the potential of AI, from quick, personal on-device options utilizing Gemini Nano to the highly effective capabilities of Gemini 1.5 Flash and Professional. We’ll talk about constructing generative AI options quickly utilizing Vertex AI in Firebase. And we’ll dive into harnessing the ability of AI with security and privateness in thoughts.
Work with Gemini past Android
As we wrap issues up for AI on Android Highlight Week, know that we’re striving to supply complete AI options for cross-platform Gemini improvement. The AI capabilities showcased throughout Android AI Week can lengthen to different platforms, reminiscent of built-in AI in Chrome. Net builders can leverage comparable instruments and methods to create internet experiences enhanced by AI. Builders can run Gemini Professional within the cloud for pure language processing and different complicated person journeys. Or, you discover the advantages of performing AI inferenceclient-side, with Gemini Nano in Chrome.
Construct with usability and privateness in thoughts
As you embark in your AI improvement journey, we wish you to remember a number of essential concerns:
- Privateness: Prioritize person privateness and knowledge safety when implementing AI options, particularly when dealing with delicate person info. When it turns into accessible, go for on-device AI options like Gemini Nano each time doable to reduce knowledge publicity.
- Seamless person expertise: Be certain that AI options seamlessly combine into your app’s total person expertise. AI ought to improve the person expertise, not disrupt it.
- Moral concerns: AI applied sciences are developed and deployed in a method that advantages society whereas minimizing potential hurt. By contemplating equity, transparency, privateness, accountability, and societal affect, builders can play a significant position in making a future the place AI serves humanity’s greatest pursuits. Be conscious of the moral implications of AI, reminiscent of potential biases in your AI fashions. Attempt to create AI-powered options which might be truthful and inclusive.
AI on Android Highlight Week is a chance to discover the newest in AI and its potential for Android app improvement. We encourage you to delve into the wealth of sources shared through the week and start experimenting with AI in your personal tasks. The way forward for Android is rooted in AI and machine studying, and with the instruments and data shared throughout Android AI Week, builders are well-equipped to construct the subsequent technology of AI-powered apps.
What’s subsequent
Come again to this weblog put up for updates; we’ll add hyperlinks to weblog and video content material and extra all through the week. Observe Android Builders on X and Android Builders at LinkedIn, and bear in mind to make use of the hashtag #AndroidAI to share your AI-powered Android creations, and be part of the colourful neighborhood of builders pushing the boundaries of cell AI.
