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25
Sep

Here are 6 cases to check out for your new Note 5


So you have your brand new Samsung Galaxy Note 5. It’s beautiful, right? Protecting that pretty, new and expensive phone is important. We’re here to help with our picks of the 6 best cases on Amazon that qualify for free Prime Shipping for that beautiful Note 5.

Spigen Neo Hybrid Carbon

Spigen is pretty much the biggest name in cell phone cases right now. They make cases for most manufacturers and have a ton of designs, from barely there to max protection. The Neo Hybrid Carbon is a bit of a new take on their extremely popular Neo Hybrid line. The Neo Hybrid Carbon is exactly the same except for the backing now has a carbon fiber texture to add to the looks and grip.

With the Neo Hybrid Carbon you get a ton of protection due to a hard polycarbonate (PC) Frame bumper wrapping around a thethethermoplastic polyurethane (TPU) shell. The Neo Hybrid Carbon is able to provide drop protection without adding a lot of bulk to the phone, which is why it’s so popular. It also comes over the top of the screen so there’s some protection for face down falls and has metalized buttons so you don’t lose the awesome clickiness of the Note 5’s buttons.

The Spigen Neo Hybrid carbon is $17.99 and has 4.5 stars with over 150 reviews. You can pick it up on Amazon with free Prime Shipping in one of three colors, Gunmetal, Dante Red, or Metal Slate.

Product Link: Spigen Neo Hybrid Carbon

SUPCASE Unicorn Beetle

SUPCASE, much like Spigen, is one of the most important names in smartphone accessories out there today. They make very high quality cases that retail on the low end of the spectrum while still providing stylish looks and protection to their customers. The Unicorn Beetle, which is the weirdest name ever, is a case built on style and protection.

The Unicorn Beetle is made out of soft TPU and PC meaning that it can take a punch and keep on looking good. There’s a nice subtle curve to the area in the middle of the case that allows you to grip the phone easier while maintaining its great design. The Unicorn Beetle doesn’t take away from the Note 5’s beauty! It comes with a “Frosted Glass” back so you can still clearly see the gorgeous glass back Samsung chose for the Note 5.

The SUPCASE Unicorn Beetle ranges from $9.99 for the frost/blue design to $14.99 black/black design has 4.5 stars with over 90 customer ratings. You can pick it up on Amazon with free Prime Shipping.

Product Link: SUPCASE Unicorn Beetle

Ringke Fusion Crystal

Ringke simply makes some of the best cases on the market. If you’re looking for something super slim to protect your phone, Ringke is probably the company you want to look for. I use the Ringke Ultra Thin case as my daily case on my personal Note 5 and absolutely love it. The Fusion Crystal is a case that takes that ultra thin protection and adds a clear view to the mix.

Like we said at the beginning of the post, Samsung makes some of the sexiest phones on the planet. Protection is important but you still want to enjoy the design of the phone. The Fusion Crystal is the perfect compromise of those two mindsets. Ringke goes one step further than most case makers and has actually added dust caps for the charging port and audio jack to keep that dirt and dust away.

The Ringke Fusion Crystal ranges from $10.99 to $14.99 with a range of designs for the back. It has a 4.5 star rating with over 200 ratings and you can pick it up with free Prime Shipping.

Product Link: Ringke Fusion Crystal

Urban Armor Gear

Urban Armor Gear as a company does one thing, and does it incredibly well, protect your cell phone. Their cases meet military drop-test standards (MIL STD 810G-516.6). That’s seriously impressive. Not only do they protect your phone like no other but they look really good doing it.

The case has an Armor Shell and an impact resistant Soft Core to make sure your phone doesn’t take any impact or get scratched up within the case from a drop. Many cases protect against falls from a foot or two but, Urban Armor Gear is for the type of people who accidentally drive over their phone.

The Urban Armor Gear case for the Note 5 ranges from $29.95 to $32.06 depending on which of the 6 colors you choose and has a 4.5 stars with more than 25 ratings. You can pick it up with free Prime shipping and have to your door just in case drop your phone out of your car going over 100 MPH.

Product Link: Urban Armor Gear

Rock Synthetic Leather Flip Case

Rock is a company that I’m just getting familiar with but they look like one of those companies whose strategy is to do it better and cheaper than everyone else to build up their name. And it looks like it’s working. The Rock Synthetic Leather Flip Case has a ton of positive reviews and looks great.

Made with a minimalist style the Flip Case doesn’t cover up the bottom of your phone so that you have easy access to your charging port, audio jack and S-Pen with no issues. The flip case on front is raised around the home button so there are no accidental presses and protects your phone from scratches and drops.

The Rock Synthetic Leather Flip Case ranges from $10.59 to $10.99 across their three colors, black, blue and champagne gold. You can pick up one of these perfectly 5 star rated cases with free Prime shipping.

Product Link: Rock Synthetic Leather Flip Case

OtterBox Symmetry

OtterBox is THE name in cell phone protection. There have recently been some companies like LifeProof releasing cases that offer great protection but OtterBox is the original, and according to many, the best, at cell phone protection. But many people have shied away from them recently due to their lack of product design.

With the Symmetry series, OtterBox has addressed this concern in an impressive way. There’s still all the protection you could want, but we actually have attention to detail in the design department now. There are seven colors to choose from and all come with a smartly chosen accent color as well. OtterBox has tried to be as sleek as possible while still providing maximum protection. This isn’t going to be as low profile as the Ringke case mentioned above, it will definitely adds some bulk, but it’s a far reach from the OtterBox Defender series of years past.

You can pick up any of the 7 colors for $49.95. The 4.5 rated case can be at your door in 2 days for free with Prime shipping.

Product Link: OtterBox Symmetry

What do you think of our list? Will you be picking up any of these cases? Let us know in the comments some of your favorite cases we may have missed.

The post Here are 6 cases to check out for your new Note 5 appeared first on AndroidGuys.

25
Sep

[Deal] Pink Floyd’s ‘Wish You Were Here’ album is free from Google Play


google_play_music_frying_pan_record

Pink Floyd fans, listen up! The group’s Wish You Were Here album released in 1975 is available for free through Google Play.

Here are the songs on the album:

  • “Shine On You Crazy Diamond (Parts I-V)”
  • “Welcome to the Machine”
  • “Have a Cigar”
  • “Wish You Were Here”
  • “Shine On You Crazy Diamond (Parts VI-IX)”

[Google Play]

Come comment on this article: [Deal] Pink Floyd’s ‘Wish You Were Here’ album is free from Google Play

25
Sep

Pebble Announces New ‘Pebble Time Round’ Smart Watch


Pebble today updated its smart watch lineup with its first-ever smart watch that includes a round face, the Pebble Time Round. The new watch is an iteration of its existing Pebble Time device, which first debuted on Kickstarter earlier this year.

Pebble says its new round smart watch is the “thinnest and lightest smart watch in the world,” measuring in at 7.5mm thick and weighing 28 grams. Comparatively, the Apple Watch is 10.5mm thick with weights between 25 grams (38mm Apple Watch Sport) and 69 grams (Gold Edition Apple Watch).


The Pebble Time Round is available in Black, Silver, and for the first time, Rose Gold, with band sizes of 20mm or 14mm. Pebble plans to sell several quick-change leather bands for the watch, with metal band options to come later in 2015.

While the Pebble Time’s battery lasted for seven days and the Pebble Time Steel had a 10 day battery life, the small size of the Pebble Time Round means more frequent charging is required. Battery life is around two days, but there is a quick-charge battery option that gives a day of power in 15 minutes.

Like all of the Pebble watches, the Pebble Time Round includes an e-paper screen, but it does not offer full water resistance, with Pebble instead stating that it’s able to withstand splashes.

Customers who ordered a Pebble Time Steel have an option to purchase a Pebble Time Round at a $50 discount. Customers can keep both watches or use the Pebble Time Round on a trial basis, returning one of the two watches at the end of 30 days for a full refund.

The Pebble Time Round can be pre-ordered from Pebble.com beginning today for $249. It will ship out in the United States in early November, expanding to the UK later in 2015 and other EU retailers in early 2016.


25
Sep

Verizon Announces Yearly Upgrade Program for iPhone Users


In response to low-cost yearly upgrade programs from T-Mobile and Sprint, Verizon this afternoon announced a new program that will let iPhone customers upgrade to a new iPhone each year provided half of the device cost has been paid and the old device is traded in.

News of Verizon’s program was shared by Re/code, and the site says Verizon’s program will be available to all Verizon customers who purchase an iPhone 6s or 6s Plus and pay for their phone in installments. This includes customers who have already pre-ordered their devices.

verizon_logo_500
According to Verizon, its new plan is superior to those offered by competitors because there is an option to pay off the phone over 24 months or pay half and trade it in each year.

“If you’re not interested in upgrading, you still have the option to pay your phone off in 24 low monthly payments,” Verizon said in a statement. “That’s a better option than those “lease plans” offered by other companies, which can include surprise balloon payments just 18 months into your agreement, or ask you to turn over your phone without getting anything for it.”

Earlier this week, T-Mobile introduced a JUMP! On Demand promotion that offers the iPhone 6s for as little as $5 per month with a qualifying smartphone trade in. Under the JUMP! On Demand program, customers can upgrade to a new phone as many as three times a year with device trade-ins.

Following the announcement of T-Mobile’s promotional pricing, Sprint this morning announced limited time lower prices for its iPhone Forever program, letting customers get an iPhone 6s for as little as $1 per month with the trade-in of an iPhone 6.

With both programs, pricing varies based on iPhone 6s and 6s Plus capacity and the smartphone being traded in.


25
Sep

How to create an advanced battery log using Tasker – Android customization


Tasker Batteries aa

Last week on our Android customization series, we took to IF and Box to create and save a simple text file battery log for your device. The idea is pretty effective, but we found a few kinks in the software. This week, we’ll be taking it to a whole new level, using Tasker to create a highly effective and customizeable battery log, saved right on your device.

We do like IF as a service, and it does a few nifty things right on your Android device, but there is just no match when you put it up against Tasker.

It feels like it is becoming somewhat less necessary these days to clock and optimize your Android device’s battery consumption, some devices have much larger battery capacities, some have quick charge capability, and others yet have both. If you still need to see what’s going on, or just want to track it for fun, here is our basic take on using Tasker to create an advanced battery log.

Before we begin

Tasker – Google Play StoreAs you can imagine, you will require a copy of Tasker to follow along today. Tasker is $2.99 in the Google Play Store and can do so much more than create just a simple battery log. Check out some of our other Tasker projects for an idea what this app can do for you.

Optional: you may want to have a PC or other device with functioning spreadsheet application for today as well. This will be for reporting purposes only, I’ll show you in a bit. Microsoft Office Excel is an old favorite for many while Google Sheets is a new favorite for others.

Advanced battery log using Tasker

As is usually the case with Tasker, the hardest part is going to be deciding exactly what you want to do, and how you want to do it. I have to say, this is why I love Android, I never ask what the device can do, I only ask how to make it do what I want, and there is almost always an answer.

For today, we will create a pretty basic rendition of this advanced tracker, we will save the data in a DB friendly format, look at it on some graphs and maybe make some usage alarms after that.

Tasker Advanced Battery Log charts

Let’s get started with the battery tracker.

As simple as I am about to try to make this, I want to say that we will be skipping some of the better coding techniques and pushing a few more buttons than might otherwise be required, all in an effort to make things easier to follow. That said, this is still going to get a little confusing at times. If you find you don’t exactly know what is happening, just follow through and hopefully it will all make sense in the end.

Create your data file

Before we can start in on Tasker, we need to create our file that we will be saving data to. I will leave you to figure out if your favorite file explorer will allow you to create files, or if you need to transfer one over from your PC.

TaskerBatteryBatteryCSVFile

Create a blank text file with the .csv file extension and save it somewhere on your Android device. I will call mine simply “Battery.csv“.

Take note of where you save this file on your device, you will need to track it down later.

Create your Tasker Tasks

For the more advanced Tasker users in the crowd, ones that can appreciate object oriented programming, think about creating a ‘File-Writer’ Task that accepts variable(s) to build your string to be saved. If that made no sense to you, here’s what we’re going to do today:

We will create a separate Task for each time we wish to save data to the log. Remember that you will have to choose these times and code appropriately for each, but don’t worry it’s actually pretty easy.

Let’s start with a Task that fires when you plug in your phone.

Open Tasker, create a new Task and name it appropriately, I’ll call mine “BatteryPluggedCSV.”

As the name implies, we won’t be saving to a normal .txt file today, instead we’ll use the .csv alternative, which allows the file to import into your favorite spreadsheet application, more on that later.

Press the “+” button to add your first action.

Tasker Battery Log Variable pluggedin

Select Variable.

Select Variable Set.

Provide a variable Name, use all caps to denote it as a global variable, just in case. I’ll call mine “BATCSV“.

In the To field, we will enter the data that we wish to save. Now, it is important to note that you can create any text string here, like, you could put “I plugged in my phone at %TIME, with power level %BATT.” As easy as this is to read, it is not effective for use in a .csv file when you try to import to a spreadsheet. Instead, we will save the data without embellishment with a comma “,” in between each piece of data, you recall that csv stands for Comma Separated Values, correct? So, your To: field will look something like this:

True, AC Plugged In, %DATE, %TIME, %BATT, %UPS, %MEMF

Where “True” is a Boolean that we will use to denote power state, i.e. true = plugged in, false = unplugged. Our second entry will be our reason for action, in this case we are saving the data because we plugged in our device, there are many other reasons you might enter here – we’ll explain more later.Then, as you probably guessed, the remaining elements starting with the percent symbol are built-in Tasker variables for the various system stats. I’ll leave %DATE, %TIME and %BATT to your imagination, %UPS is system up time in seconds and %MEMF is your amount of free RAM.

Now hit that system Back button to save and exit out of this action.

Hit the “+” button to add your next action.

Tasker Battery Log Write File

Choose File.

Choose Write File.

Select the magnifying glass to search for your Battery.csv file you created earlier.

In the Text field, you can simply enter your variable, mine was called “%BATCSV“. (Please note that my image has a different variable name, it’s from my other project, sorry.)

Turn on the option for Append.

Turn on the option for Add Newline.

Hit that system Back button to save and exit.

Do you see what is happening? First we created a variable that contained all of the info we wished to save, then we simply wrote it on a new line in the csv file.

Tasker Battery Log Plugged In Task

So far, this is nothing overly new from last week’s project, except that you have more control over what info is available to save, you have more control over when the data is saved, you can use the saved data in new ways and more.

Now, let’s make a new Task for when you unplug your device.

This is pretty easy, actually. Use all of the steps from the previous Task, except, when you are setting the value of our already existing %BATCSV variable, enter “False” at the beginning of the string, then enter something like “AC Unplugged” in place of “AC Plugged In.”

Tasker Battery Log Variable unplugged

Remember that Boolean? You got it, false = unplugged, otherwise, our reason for action is different, but from there, for our purpose today, we want to save the exact same data, which is done in the exact same way as the plugged in Task. For reference below, I called mine “BatteryUnpluggedCSV”.

Tasker Battery Log UnPlugged Task

Other Tasks for other triggers

We will not walk you through any other triggers or Tasks today, but you are welcome to jump ahead and build as many unique battery info Tasks as you can imagine. There are plenty more times than just plugging in or unplugging that I would want to save data points, I’d want to see low battery warnings, overheating battery warnings, maybe even an entry once per hour, just to see how things are coming along.

As I eluded earlier, you can utilize variables into a dedicated “file writer” Task, to prevent the code duplication required here, but if you ignore that and create brand new Tasks for each trigger, just copy the above steps, keep the Boolean to indicate your plugged-in state regardless the trigger, then update your reason for action (trigger) entry, including things like “Low Battery”, “AC Plugged In”, “USB Plugged in”, “Device Unplugged”, “Hourly Update”, “WiFi/Bluetooth radio activated”, “WiFi/Bluetooth radio deactivated” and so much more.

Let’s explore this a little as we create our Tasker Profiles.

Battery state Tasker Profile

As it turns out, our ‘plugged in’ and ‘unplugged’ Tasks can be controlled by one Profile, as follows:

Create a new Profile, if asked, give it an appropriate name, I called mine “LogPluginCSV“.

Tasker Battery Log Profile Power

Select State.

Select Power.

Select Power (again).

Leave the Source on Any for now, but know that you can recreate this project for each power input type, to really track your charging speeds and quality per source.

Tap the system Back button to save and exit.

Choose your battery plugged in Task, mine was called “BatteryPluggedCSV.”

Tasker Battery Log Profile Exit Task

Now, long press on the name of your Task in the Profile overview to get the extra menu options.

Select Add Exit Task.

Select your battery unplugged Task, I didn’t give you the name of mine above, but it was “BatteryUnpluggedCSV.”

That is it for this Profile, folks. Now, any time you plug in or then unplug your device, Tasker will write a line of data to your Battery.csv file.

Tasker Battery Log Profile

You may now consider what other times of the day you want to collect battery data. Perhaps you would like to create a Profile that saves the data every hour, every time you turn on the display or maybe before and after each phone call or when you open and close a specific app. This is where Tasker seriously outperforms IF for collecting battery data.

Think through your day, decide at which points you would like to take a battery reading and design the Tasker Profile to collect it. Whenever possible, utilize one of the previously created Tasks to go with your new Profiles, things can get out of hand very easy here, but if you want, go ahead and create as many new Tasks for each entry as you’d like, we won’t stop you.

Viewing your data

As we’ve discussed already, a .csv file is capable of importing into a spreadsheet for better viewing. From there, you can go ahead and make graphs and otherwise order, arrange, manipulate and perform calculations on your data.

I will admit that you can do most of the above calculations, aside from graphing, using the Variable tools in Tasker, but that’s not what we’re after today. Let’s look at what I’ve done with some of my data.

Tasker Excel Battery Log Charts

I won’t bother you with how to make charts in Excel or Google Sheets, but the data is all there, go have fun. If you want to really take things up a notch, your data can easily import into a full database program for some really powerful usage tools and long term analysis.

What’s next

I realized too late that the Free Memory data provided by Tasker includes the available RAM and the unit of measure, example, 308MB. This was a little disappointing when I got into Excel, as the “MB” would need to be stripped out of each entry to be able to do calculations. Go ahead and find a workaround if this bothers you – Tasker’s variable manipulation actions will allow you to identify the letters, strip them from the string, then ensure that the remaining numbers are saved as int for calculations.

From there, the same variable management can be used to perform calculations on your collected data before saving to your .csv file. It breaks all the rules of good database management to save calculations, but I won’t blame you if your data is headed to a spreadsheet only, that’s not a real database anyway.

how-to-use-tasker

Once you are comfortable with this project, do keep in mind that there are many other aspects of your device that you can collect data for. Perhaps you want to log an entry with CPU utilization whenever your processor reaches 100% usage. Maybe you want a notification when your free memory drops below 100MB. What about creating a separate log file to track all the time you spend on certain apps.

My point is, this basic project can be used as a template to track and quantify a lot of things in your world. Stay tuned, we’ll be running through a few of these in the coming weeks.

Next week

I hope the seeming lack of focus didn’t throw you off course this week, our Android customization is really pretty handy once you get used to it, and Tasker is just a ton of fun for us. Next week we will take a slightly different approach to this project, using the same concepts, we will take a more proactive stance on your battery consumption.

What do you say, is collecting battery data and using it to further understand your device and device usage worth your time?

25
Sep

Google Play services 8.1 SDK out now, brings ambient mode maps, app invites and more


Screen Shot 2015-09-24 at 5.17.28 PM

Google has just finished rolling out Google Play services 8.1 to Android devices, which brings a number of new APIs that developers can now take advantage of.

Perhaps most importantly, Play services 8.1 brings the new Android 6.0 Marshmallow permissions model, which Google first announced at Google I/O earlier this year. It’s important for Android developers to implement this new permissions model into their apps to ensure users are getting enough control over which permissions are granted to their mobile devices. To learn more about the new permissions model in Marshmallow, head to this link.

Of course, that’s not the only new feature to come along with 8.1. Here’s a brief synopsis of some of the new APIs and functionality you’ll get with this new version of Play services:

  • App Invites – This new feature allows you to implement a way for existing Android and iOS users to invite their Google contacts via email or SMS to try your app. Play services 8.1 gives you the ability to customize the email invitation, including adding a custom image, and even specifying a call-to-action button text.
  • Ambient Mode Maps – Play services 8.1 brings ambient mode support to the Google Maps Android API. This means a simplified low-color rendering of the map will be seen in Google Maps, which reduces power consumption by lighting fewer pixels. To learn more about this feature, head to this link.
  • Nearby Status Listener – Google Nearby lets you build simple interactions between nearby devices. This new addition will let your app receive callbacks when an active Nearby publish or subscribe expires, which will end up freeing you from tracking the TTL and allow your app’s user interface to more accurately reflect whether or not Nearby is active.
  • Play Games Player Stats API – This new API lets you build better, smarter games by allowing you to tailor user experiences to specific segments of players and different stages of the player lifecycle.
  • Breaking Changes – There have been a few changes made to GoogleApiClient and PendingResult, making them abstract classes, which might lead to breaking changes in your code. You can learn about how to handle these changes by following this link.

The Google Play services 8.1 SDK is now available for developers to download from the Android SDK Manager. For more information on this release, be sure to head to the source link attached below.

25
Sep

Play a game about YouTube stars in ‘PewDiePie: Legend of the Brofist’


The gaming stars of YouTube were recently turned into physical action figures, but their next big feat takes them back to the digital realm. PewDiePie: Legend of the Brofist is a pixelated action game for iOS and Android starring YouTube sensation Felix “PewDiePie” Kjellberg and a host of his fellow online entertainers, including Marzia, CinnamonToastKen, JackSepticEye, Cryaotic and Markiplier. Legend of the Brofist features a mix of platforming, bullet hell and and sidescrolling action genres, and it comes courtesy of retro-focused Canadian studio Outerminds. It’s $5 on the App Store and Google Play.

PewDiePie and his gang of Let’s Players aren’t alone in their transition to game development: Plenty of other YouTube personalities have worked on their own games, including Jordan Maron, AKA CaptainSparklez. As he told Engadget in an on-camera interview back in July, Maron is working with Activision co-founder Howard Marks on the competitive mobile game Fortress Fury, plus some neat crowdfunding and investment platforms.

Meanwhile, PewDiePie (who hails from Sweden) is in Los Angeles right now to film something that looks a lot like a reality show. Plus, he’s scheduled to appear on The Late Show with Stephen Colbert on October 1st, followed on October 2nd by Sean Murray, the co-founder of No Man’s Sky studio Hello Games.

Source: @pewdiepie

25
Sep

The Big Picture: A colorful and dazzling view of Pluto


While NASA has already shown us Pluto’s best images yet, the administration is anything but done blowing our minds. What you see above is an enhanced high-resolution color view of Pluto, created with a combination of blue, red and infrared images. NASA says this photo, taken by New Horizons spacecraft, highlights Pluto’s diverse landforms and shows us its complex geological and climatological story — as much as scientists have been able to figure out, anyway. Over the past few months, NASA’s shared many things related to Pluto, including a closer look at its desolate surface and icy mountain range.

Source: NASA

25
Sep

Samsung’s Galaxy S7 could launch as early as February 2016


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As we near the year 2016, the rumor mill is in full force for the upcoming Galaxy S7. In this latest rumor, Samsung’s next flagship could launch in early February, pointing towards a January or even December 2015 announcement.

There’re no details on why Samsung is choosing February exactly, and it can be awkward trying to search for a meaning in every release date. However, the Galaxy Note 5 was announced earlier than normal, meaning Samsung could follow the same pattern for the Galaxy S7.

Samsung’s Galaxy S7 will allegedly come in two models–one sporting Qualcomm’s new Snapdragon 820 chipset and another with Samsung’s own in-house Exynos chipset. Interestingly, one Galaxy S7 was spotted with 3GB of RAM and another with 4GB of RAM. Tech enthusiasts will be happy to hear that the device is rumored to also sport a 20-megapixel rear camera and have microSD support.

There’s no telling if this rumor’s true or not, but if so, we could see the Galaxy S7 sooner than expected.

source: eToday
via: SamMobile

Come comment on this article: Samsung’s Galaxy S7 could launch as early as February 2016

25
Sep

Better models and neural networks power improved Google voice search


google_research_lab_logo

Google has announced that their research labs have introduced some new models to power Google’s voice search function and dictation on smartphones thanks to the adoption of Connectionist Temporal Classification (CTC) and sequence discriminative training techniques that make up a form of Recurrent Neural Networks (RNNs). The RNN model replaces the Deep Neural Networks (DNNs) that Google adopted in 2012 to replace the Gaussian Mixture Model (GMM) that had been the industry standard for the previous 30 years. Google says the new technology will produce more accurate results, even in noisy environments, and can produce those results much more quickly.

The new RNNs that Google is using make use of feedback loops in order to capture temporal data to feed into the model. Older models only looked for the presence of sounds while this new technology also accounts for where the sound occurs in time relative to other sounds. Google also indicates their new RNN uses memory cells and a gating mechanism to help memorize sound information, which helps to improve accuracy over time.

Once the RNN recognizes all the sounds in a given utterance, Google feeds it through the CTC. This steps helps the technology recognize sounds in an utterance without having to predict the sound instant to instant. Eventually the software builds a sequence of “spikes” that reveal a waveform that can then be processed.

One of the challenges that Google researchers faced was making all of this happen in real-time or as close to it as possible. One of the changes they incorporated was to train the models to use larger audio chunks than the 10 milliseconds traditional methods employed. This move in turn meant less computations had to be performed, making everything work faster. Google researchers also added artificial noise and reverberation to the data to make the technology better at coping with background noise.

The final step in crafting this new technology to be deployed to end users was training the model to output predictions closer to when speech was occurring. Google found that the neural network was so “smart” that it had figured out that it could delay output by around 300 ms so it could listen further ahead for additional speech signals that would help it improve its predictions. Unfortunately, this introduced some additional lag that the researchers had to eliminate.

The bottom line users is that voice searches using the Google app on both Android and iOS should perform much better now.

source: Google

Come comment on this article: Better models and neural networks power improved Google voice search