Machine Learning for Mobile Applications: Key Impacts
An aspect of artificial intelligence (AI) research, machine learning is focused on the process by which computers improve at performing tasks by exposure to data rather than by specific programming. Algorithms are constructed to allow the machine to collect and analyze data, comparing large numbers of examples to discover patterns. This allows the machine to draw conclusions and learn from its accumulated experience in order to predict results in new data. The result? “Instead of people writing software, we have data writing software,” says Jen-Hsun Huang, Chief Executive of NVIDIA, a firm that makes chips for AI systems.
This hasn’t only led to change in research and software development, but also to the daily lives of people across the planet. Read on to discover the greatest implications of machine learning for mobile applications.
Commonplace AI
AI is already a part of our day-to-day experience. Over the past decade or two, consumers have become accustomed to seeing the results of machine learning in the form of recommendations from online retailers, or music streaming and video services based on the user’s previous searches, purchases, and ratings. Machine learning is used for many other commonplace applications such as search engines, identifying and blocking spam email, detecting text in a foreign language and providing a translation, or recognizing unusual activity to detect potential credit card fraud. The progress made in this area provides a foundation for advanced uses of the technology, from revolutionary self-driving cars and drones to medical diagnostics, legal research, and financial advising.
Practical Applications
In December 2016, Bank of America Merrill Lynch published Robot Revolution – Global Robot & AI Primer with the goal of “setting out the challenges and opportunities offered by robots and AI.” The paper outlines the potential economic effects that may result from the increasing use of robots and AI, as well as possible investment opportunities. It demonstrates the massive scale of AI’s influence and projected growth over the next several years. They estimate that by 2020, the AI and robotics market will expand to $153 billion, up from $58 billion in 2014.
The Internet of Things, which includes physical devices, vehicles, buildings and other items which are connected to and can exchange information over the internet, will play a big part in this. While some of this market consists of industrial uses for AI and robotics, a significant portion of the market is expected to be made up of business, home, and personal uses like mobile applications.
A Pocket Full of AI
Neural networks are designed to mimic the structure and function of neurons and their connections in the human brain. They are used in many familiar applications that rely on machine learning such as voice recognition software, Facebook’s facial recognition software for photo tagging, and Snapchat lenses, to name but a few. Until recently, machine learning relied on massive computing power, which required a connection to a server with enough energy to handle the load. Mobile applications have been limited by this need to use cloud-based servers in order to function. However, new technology is beginning to change this.
In 2016, researchers at MIT announced that they had designed a new chip to implement neural networks that is 10 times more efficient than existing mobile processors. This will allow mobile devices to run AI algorithms internally without connecting to the internet. The offline process saves time and energy and means much more powerful apps can be created to use on mobile devices. Speech recognition and language translation applications are already being developed, with other types of apps sure to follow.
Endless Possibilities
Once machine learning applications no longer have to connect to the internet to function, the variety and utility of available apps is likely to expand rapidly. An examination by Deloitte University Press concluded that machine learning applications will soon be found in every industry, and will feature one or more of the following capabilities:
An analysis or diagnosis of sensory data
Perceptual interfaces or interactivity
Navigation and motion control
These new apps could include personal health monitoring, augmented and virtual reality, drone piloting, presentation capabilities, and more. The ability to provide personalized information to an individual while navigating a city street, retail store, airport or museum will surely be of interest to advertisers or the curators of such spaces.
Progress in machine learning is made thick and fast, so it’s never too early to start considering new applications that could enhance your life and business.
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Some of Our Favorite Apps for Entrepreneurs
The use of utility, productivity, and business apps has exploded over the past few years. In fact, business apps were used 30% more in 2016 than they were in 2015. This increased use means apps are being developed and improved all the time, offering a world of functionality to your homescreen.
Whether you’re working with a team or running a one-person operation, any busy entrepreneur can benefit from tools that help organize and streamline work, while saving time, money, and energy. Let’s look at some of the most popular apps that can simplify your life today.
Project Management and Team Communication
Apps for project management and team communication can keep track of progress and deadlines for entire companies or departments, individual projects and tasks. They allow scheduling, task delegation, and much more. Supervisors can easily see which workers are busy and which have time to be assigned additional tasks. Everyone involved in a project can access the information they need, see the calendar, provide updates, share files, and chat with other team members (in groups or one-on-one) in real time.
The following apps are some of the most popular in this category, and each can be accessed on a smartphone, tablet or desktop:
Slack
Trello
Flow
These apps have some similarities in function, but you may find that one of them has specific features that best suit your team’s needs. Contractors working with multiple clients may find themselves using any or all of these due to their popularity and different client preferences.
Information and Task Organization
Entrepreneurs constantly juggle professional and personal obligations. You don’t want to let anything slip through the cracks, so keep track of everything with tools that save time and effort.
Workflow
The Workflow app combines the functions of a wide variety of apps into a single dashboard for streamlined use. That way, you can do everything inside a single app rather than spending time switching between them and hunting for information to get through your day. For example, you can see calendar reminders and tasks, make a PDF, save photos and create GIFs, respond to texts and emails, use social media, order lunch, and more. It essentially allows you to create your own personalized productivity app. Workflow works with smartphones, tablets, and smartwatches.
MobileDay
If you frequently participate in conference calls, MobileDay may be able to save you a lot of hassle. It gathers conference call times, phone numbers and access codes from your calendar and email so you can connect to the call easily, from virtually anywhere, with the touch of a button. When MobileDay indicates that it’s time, just hit the call button and it will find the most recent update of the call-in number and access code. This eliminates any scrambling to find a last-minute number change. The app dials for you and connects you to the call so you can concentrate on your business.
Wunderlist
There are many to-do list apps on the market, but Wunderlist is one of the most popular. This free app allows to you track personal and professional tasks, set reminders, and more. The Pro version allows you to share your list items with others for a fee, and includes file-sharing. The Business version expands its functionality to create a task/project management system shared by a whole team, which operates in a similar way to the apps mentioned above.
Wave
It shouldn’t require a lot of extra effort and expense just to get paid for the work you do. Wave is a service that streamlines the processes of invoicing, accounting, and receipt scanning with free software. Keep track of accounts payable and receivable, and stay ready for tax season. You can add Wave’s credit card processing and payroll functions for a pay-as-you-go fee.
Food and Supply Delivery
When you need food or other supplies, but don’t have time to leave work to get them, the ability to order out for delivery with an app can be a real lifesaver. Postmates works with a network of local couriers in a given area to deliver food, office supplies, sundries, personal items, and more. The service is available in more than 100 cities around the U.S.
Since business apps are increasingly popular, new and improved apps are released frequently. Take the time to check out your options. You may find that you’re missing out on a great app that could solve some of your daily business challenges.
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