Some smartphones nowadays pack laptop-level hardware — carrying up to 16GB RAM, high-speed multi-core CPUs, and GPUs that can render high-performance complex graphical applications on 4k displays.
Tapping into that power — especially the GPU processing power — for on-device data processing capabilities becomes growingly important as mobile hardware only continues to improve. Recently, this has been opening exciting opportunities around edge computing, federated architectures, mobile deep learning, and more.
This article provides a technical deep dive that shows you how to tap into the power of mobile cross-vendor GPUs. You will learn how to use the Android Native Development Kitand the Kompute framework to write GPU optimized code for Android devices. The end result will be a mobile app created in Android Studio that is able to use a GPU accelerated machine learning model which we will write from scratch, together with a user interface that will allow the user to send the input to the model.
Android Studio Running Project in Emulator (Image by Author)
No background knowledge beyond programming experience is required, however if you are curious about the underlying AI / GPU compute concepts referenced, we suggest checking out our previous article, “Machine Learning in Mobile & Cross-Vendor GPUs Made Simple With Kompute & Vulkan”.
You can find the full code in the example folder in the repository.
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In the world of overrated terms “web development”, a mobile app wireframe design is one of the most underrated terms. The design of wireframes is considered when people look for the bigger picture.
While designing the UI-UX, people forget the simple norm of general to specific shifting. As the complexity increases and so does the approach become more difficult, this is where the designing of the wireframes comes in handy.
Before diving into the “How to”, let’s first see why we need them in the first place.
Wireframes are the skeletal layouts of an application or a website that is being designed. The specificity comes into play, the elements and the features have to be placed at specific locations. Take a building, in the process of making it, first the foundation is laid and then pieces are fitted together from the skeleton structure on a piece of paper, wireframes do the same for the website or application structure such as a smart home application.
The designing of wireframes is commonly known as wireframing. For the construction of a building, the framework or the skeletal structure is important while designing a web application or mobile application, wireframing is important to make it user-friendly. This entirely and solely works to make the journey smooth and destination easy to reach.
As for the building, the layers of cementing and painting is done later to increase the visual appeal, the visual contents and appealing stuff are added after wireframing. The simpler it sounds after the definition, the complex it gets when it is being done.
It is a very goal-oriented procedure, one has to keep in mind is the goal of the product or the destination of the service. The main focus should be on UX. The arrangement of the elements and their interaction with each other and with the user is the utmost important task in mobile app wireframing.
One has to keep in mind that skipping this entirely can lead to the failure of the entire process of web and mobile app development at the end.
Again taking the example of the construction of a building, the foundation must be laid first based on the skeletal framework that has been prepared, then only you can jump to beautify your building, as a designer one has to understand and follow the steps where designing the mobile app wireframe comes first and then the visually appealing content is added next not the other way round.
For the most part, people do not understand the importance and come up with some trashy design of wireframes and the main foundation becomes faulty, hence the entire designing at later stages becomes faulty. If one wants to skip the reworking part, mobile app wireframing must never be ignored.
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Let’s look at the list of top list of the top Pittsburgh mobile app development companies which are known for providing top-notch services globally. They are great developers who provide quality services for all your needs.
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Here’s a rundown of Top 10 mobile app development companies in India, carefully evaluated on the various performance indicators based on proven track record and diversified portfolio, quality of end-product, experience, core technical expertise, project management strategy, adherence to timelines and budget, app prototyping and UI/UX design.
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The mobile app development industry is growing at a rapid speed since the launch of smartphones in the last decade. Businesses are building a valuable brand by launching businesses online and custom mobile app development plays a major role in the same.
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Check out the 5 latest technologies of machine learning trends to boost business growth in 2021 by considering the best version of digital development tools. It is the right time to accelerate user experience by bringing advancement in their lifestyle.
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