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Internet of Things and deep learning: How your devices are getting smarter

(TECH NEWS) The latest neural network from Massachusetts Institute of Technology shows a great bound forward for deep learning and the “Internet of Things.”

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Woman using smart phone to control other devices in home, connected to deep learning networks

The deep learning that modifies your social media and gives you Google search results is coming to your thermostat.

Researchers at the Massachusetts Institute of Technology (MIT) have developed a deep learning system of neural networks that can be used in the “Internet of Things” (IoT). Named MCUNet, the system designs small neural networks that allow for previously unseen speed and accuracy for deep learning on IoT devices. Benefits of the system include energy savings and improved data security for devices.

Created in the early 1980s, the IoT is essentially a large group of everyday household objects that have become increasingly connected through the internet. They include smart fridges, wearable heart monitors, thermostats, and other “smart” devices. These gadgets run on microcontrollers, or computer chips with no processing system, that have very little processing power and memory. This has traditionally made it hard for deep learning to occur on IoT devices.

“How do we deploy neural nets directly on these tiny devices? It’s a new research area that’s getting very hot,” said Song Han, Assistant Professor of Computer Science at MIT who is a part of the project, “Companies like Google and ARM are all working in this direction.”

In order to achieve deep learning for IoT connected machines, Han’s group designed two specific components. The first is TinyEngine, an inference engine that directs resource management similar to an operating system would. The other is Tiny NAS, a neural architecture search algorithm. For those not well-versed in such technical terms, think of these things like a mini Windows 10 and machine learning for that smart fridge you own.

The results of these new components are promising. According to Han, MCUNet could become the new industry standard, stating that “It has huge potential.” He envisions the system has one that could help smartwatches not just monitor heartbeat and blood pressure but help analyze and explain to users what that means. It could also lead to making IoT devices far more secure than they are currently.

“A key advantage is preserving privacy,” says Han. “You don’t need to transmit the data to the cloud.”

It will still be a while until we see smart devices with deep learning capabilities, but it is all but inevitable at this point—the future we’ve all heard about is definitely on the horizon.

Patrick Auger is a management consultant and entrepreneur who resides in Austin, Texas. He has a Bachelor of Arts in Business Management from Western Illinois University, and is the Founder and Principal Consultant at Auger Consulting Group, LLC. When he's not writing for The American Genius, he's writing about the business of Mixed Martial Arts for The Body Lock or learning how to cook, one burnt recipe at a time.

Tech News

Clubhouse finally made it to Android, but has its time passed?

(TECH NEWS) Social media felt the impact of Clubhouse, but the internet moves fast, and even though it is finally on Android, it’s time may be waning.

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Woman holding book and a phone, with headphones, participating in Clubhouse.

Clubhouse finally got an Android release, and while many people clamored for such a thing months ago, others argue that it’s too little, too late.

If you aren’t familiar with Clubhouse, it’s an audio-only “social platform” that encourages discussions through live chat rooms. Users can drop into various rooms and listen to people talk, request the option to chime in, and follow a variety of rooms (or “topics”) to stay engaged over time. Users can even create their own rooms that feature them as speakers.

Clubhouse also has a certain allure to it in that the app requires new users to put their names on a waitlist that creates an “invite-only” culture of exclusivity.

But while iPhone users have had access to Clubhouse since its inception, Android users have been not-so-patiently waiting for their own release—and, now that Clubhouse for Android is available, it may have outstayed its welcome.

Part of the problem is the launch itself. The Android Clubhouse app launched with limited functionality; Android users weren’t able to follow the topics they like, change their account information, and so on. This made the release feel underwhelming, further highlighting Clubhouse’s affinity for Apple users.

A more complicated problem is the prevalence of audio options in other social media services. Slack, for example, recently released their audio-only rooms, and services such as Twitter, Facebook, and Instagram have placed a spotlight on voice-only mediums of expression.

Initially, Clubhouse was the only app to incorporate audio as a strong central focus, but the ubiquitous fascination with voice-posting has expanded to comprise most major communication platforms. As such, Clubhouse’s sought-after exclusivity is no more—something that was also arguably damaged by expanding to Android.

It should be noted that interest in the app itself is decreasing, and not just on Android. Social Media Today reported that, in March of 2021, Clubhouse downloads were down 72 percent from February’s 9.6 million downloads. The publication also pointed out that difficulty finding rooms was a substantial issue that is unlikely to do anything but worsen with a surge of Android users, necessitating some back-end fixes from the owners.

As it sits, Clubhouse is still very much in use, and Android users are poised to reignite interest as iOS users stagnate. Whether or not that interest will persevere in the current social media ecosystem remains to be seen.

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Foster communication from the search bar with Google business messaging

(TECH NEWS) Google added business messaging options on Google Maps and Google Search to make it easier for businesses and customers to have communication.

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Google search bar open to communication with businesses.

Connecting with and understanding your customers is important in keeping your business thriving. So, to help streamline that communication, Google is adding business messaging options to the Google Maps app and Google Search.

To start using this, your business will first need to be verified by Google. If you haven’t verified your business yet, you can get more information on how to do so here. If you’re already verified, you simply need to turn messaging on from your Business Profile.

Once it’s on, customers will see a “Message” button on your Business Profile, and they will be able to message you at any time. From the business messages section in the “Updates” tab on Google Maps, you can start replying to customers. Also, via the Customers menu on your Business Profile, you’ll soon be able to see your messages straight from Google Search.

Google said, “When people look for information online, they want to find the answers to their questions quickly. This is especially true for people browsing nearby businesses. Business Profiles help merchants share information like how late you’re open and what safety measures are in place. But sometimes people are looking for answers to more niche questions such as: ‘Do you make gluten-free cakes?’ or ‘Is there covered parking?’”

To help make it easier for customers to ask their questions, Google isn’t making customers head back to your Business Profile to click the “Message” button every time they have a question. In addition to that button, customers can initiate a conversation with your business on any post you’ve created. Also, when a customer’s call goes unanswered, they will be prompted to send you a message.

And, besides making communication easier, Google will soon be “rolling out more metrics to give you a deeper understanding of how customers discover your Business Profile.” You’ll be able to see Insights on what queries customers used to find your business. You’ll be able to tell whether they saw your business on Google Maps or Search, and if it was on a computer or mobile device.

“We’ve continued to invest in new ways to make it easier for you to bolster your presence on Google. With these updated features, we hope you have more of the tools and information you need to connect with customers and grow your business in today’s ever-changing environment,“ Google said.

Easing the pain between business and customer is always a plus. What do you think about Google’s new messaging options?

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Tired of transcribing screenshots? Put this Chrome extension to work

(TECH NEWS) This new Chrome extension takes out the tedium of transcribing all your necessary screenshots into your writing and does it for you.

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Logo for Docsumo, a transcribing Google Chrome extension

My favorite part of being a writer is getting to interview people from various walks of life. My least favorite part of being a writer is transcribing those interviews.

Slightly easier, but still annoying, is transcribing information from a screenshot, photo file or PDF. Sometimes you have to get this information in a rush and retyping all of it slows you down.

Docsumo is making that process into a breeze. The tool allows for users to grab text from a screenshot for easy copy and paste.

So how does it work? First, it has to be downloaded as a Google Chrome extension. Once it’s part of the browser’s extension, it can be put to work.

A video on Docsumo’s website demonstrates the easy transcribing process. The developer does a Google image search for a shipping label as they need to quickly copy and paste an address. When the necessary label pops up, they click the Docsumo tool that allows them to drag and select the part of the label they want to transcribe (the movement of the mouse is similar to taking a screenshot on a Mac computer).

Then, the text that they’ve highlighted is transcribed into a box where it can be copied and pasted. Simple!

In addition to copy and paste, users can extract, edit, and share data. After that, all of the related information is removed from Docsumo’s server. Examples of when this tool is useful include: Invoices, bank statements, insurance documents, bills, and tax forms.

The tool is made possible through Optimal Character Recognition (OCR) which, according to Ducsumo’s developers, is something that comes in handy in many situations.

“Organizations often receive crucial information and data in image form of documents. These images can be a photo of a document, scanned document, a scene-photo, or subtitle text superimposed on an image. The real challenge for the operation team is to be able to extract information and data from these photos. It can take hours to manually pull out this data and assemble it in a structured way for record-keeping and processing. This process is hugely error-prone too.

OCR technology comes to rescue in this situation.

Optical character recognition or optical character reader (OCR) is the electronic or mechanical conversion of images of typed, handwritten or printed text into machine-encoded text. This technology is suitable for photos of text-heavy documents and printed paper data records such as passports, invoices, bank statements, receipts, business cards, and identity verification documents. OCR technology is the way of digitizing printed texts so that they can be electronically edited, searched, and stored more compactly.”

In a world where pen-to-paper has slowly been fading away, Docsumo is here to give it another push further away.

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