Google LLC today details RigL, an algorithm developed by researchers. It increases hardware efficiency by shrinking the artificial intelligence model.
Neural networks consist of so-called artificial neurons (individual mathematical operations implemented in code) that are linked to each other by software connections. These connections allow artificial neurons to pass data to each other for processing. RigL makes AI software more efficient by fixing common optimization problems in machine learning models. In many cases, there are more connections between neurons than exactly what is needed.
AI model connections effectively act as data paths, and the data that the model normally processes only passes through a subset of those paths. Others are left unused and unnecessarily occupy processor and memory resources. According to Google, RigL removes redundant connections by making strategic adjustments to the neural network structure during the training phase of development.
Google researchers have tested RigL in experiments involving image processing models. You have been given the task of analyzing images that contain different text.
During the model training phase, RigL determined that the AI only had to analyze the foreground text in each image and skip the processing of the background pixels. The background pixels do not contain any useful information. The algorithm then removed the connection used to process the background pixels and added a new, more efficient connection in its place.
The algorithm identifies the neurons that need to be activated during training. This allows the optimization process to take advantage of the most relevant connections, resulting in improved sparse solutions. Deletes some of the connections at regular intervals.
Other than RigL, there are other ways to try to compress the neural network by removing redundant connections. However, these methods have the disadvantage of significantly reducing the accuracy of the compressed model, which limits the actual application. According to Google, RigL achieves higher accuracy than the three most sophisticated alternatives, while consistently requiring less FLOP (and memory footprint) than other methods.
In one test, Google researchers used RigL to remove 80% of the connections on the popular ResNet-50 model. The resulting neural network achieved the same accuracy as the original. In another experiment, researchers reduced the ResNet-50 by 99%, but showed the highest accuracy of 70.55%.
“RigL is useful in three different scenarios. It improves the accuracy of sparse models for deployment purposes and improves the accuracy of large sparse models that can only be trained with a limited number of iterations. [and] Evci and Castro, in combination with sparse primitives, have enabled training of very large sparse models that was not possible otherwise.
Image: Google I’m here …
Show your support for our mission with a one-click subscription to the YouTube channel (below). The more YouTube subscribers you have, the more YouTube will offer relevant enterprise and emerging technology content. Thank you!
Support our mission: >>>>>> Sign up now >>>>>> Join the YouTube channel.
… And I would like to talk about our mission and how we can help make it happen. SiliconANGLE Media Inc.’s business model is based on the intrinsic value of content, not advertising. Unlike many online publications, we don’t have paywalls or run banner ads because we want to open up journalism without having to track influence or traffic. Silicon Valley studios and video teams traveling around the world of the CUBE spend a lot of effort, time and money. To keep quality high, we need sponsor support in line with Google’s vision of ad-free journalism content.
If you like reports, video interviews, and other ad-free content here, check out our sponsor-supported sample video content, tweet support, and return to Silicon ANGLE.
What Are The Main Benefits Of Comparing Car Insurance Quotes Online
LOS ANGELES, CA / ACCESSWIRE / June 24, 2020, / Compare-autoinsurance.Org has launched a new blog post that presents the main benefits of comparing multiple car insurance quotes. For more info and free online quotes, please visit https://compare-autoinsurance.Org/the-advantages-of-comparing-prices-with-car-insurance-quotes-online/ The modern society has numerous technological advantages. One important advantage is the speed at which information is sent and received. With the help of the internet, the shopping habits of many persons have drastically changed. The car insurance industry hasn't remained untouched by these changes. On the internet, drivers can compare insurance prices and find out which sellers have the best offers. View photos The advantages of comparing online car insurance quotes are the following: Online quotes can be obtained from anywhere and at any time. Unlike physical insurance agencies, websites don't have a specific schedule and they are available at any time. Drivers that have busy working schedules, can compare quotes from anywhere and at any time, even at midnight. Multiple choices. Almost all insurance providers, no matter if they are well-known brands or just local insurers, have an online presence. Online quotes will allow policyholders the chance to discover multiple insurance companies and check their prices. Drivers are no longer required to get quotes from just a few known insurance companies. Also, local and regional insurers can provide lower insurance rates for the same services. Accurate insurance estimates. Online quotes can only be accurate if the customers provide accurate and real info about their car models and driving history. Lying about past driving incidents can make the price estimates to be lower, but when dealing with an insurance company lying to them is useless. Usually, insurance companies will do research about a potential customer before granting him coverage. Online quotes can be sorted easily. Although drivers are recommended to not choose a policy just based on its price, drivers can easily sort quotes by insurance price. Using brokerage websites will allow drivers to get quotes from multiple insurers, thus making the comparison faster and easier. For additional info, money-saving tips, and free car insurance quotes, visit https://compare-autoinsurance.Org/ Compare-autoinsurance.Org is an online provider of life, home, health, and auto insurance quotes. This website is unique because it does not simply stick to one kind of insurance provider, but brings the clients the best deals from many different online insurance carriers. In this way, clients have access to offers from multiple carriers all in one place: this website. On this site, customers have access to quotes for insurance plans from various agencies, such as local or nationwide agencies, brand names insurance companies, etc. "Online quotes can easily help drivers obtain better car insurance deals. All they have to do is to complete an online form with accurate and real info, then compare prices", said Russell Rabichev, Marketing Director of Internet Marketing Company. CONTACT: Company Name: Internet Marketing CompanyPerson for contact Name: Gurgu CPhone Number: (818) 359-3898Email: [email protected]: https://compare-autoinsurance.Org/ SOURCE: Compare-autoinsurance.Org View source version on accesswire.Com:https://www.Accesswire.Com/595055/What-Are-The-Main-Benefits-Of-Comparing-Car-Insurance-Quotes-Online View photos
to request, modification Contact us at Here or [email protected]