Friday, May 20, 2022
TOP TECH
  • Home
  • Technology News
  • Artificial Intelligence
  • Computing
  • Gaming & Culture
  • Blockchain
  • Security
  • Space
  • Gadgets
No Result
View All Result
TOP TECH
No Result
View All Result
Photo of the Remarkables mountain range in Queenstown, New Zealand.
Home Artificial Intelligence

Google’s TensorFlow Similarity helps AI models find related items

by admin
September 13, 2021
in Artificial Intelligence
0
Google’s TensorFlow Similarity helps AI models find related items
0
SHARES
254
VIEWS
Share on FacebookShare on Twitter


The Rework Expertise Summits begin October thirteenth with Low-Code/No Code: Enabling Enterprise Agility. Register now!


Google right now announced TensorFlow Similarity, a Python package deal designed to coach similarity fashions with the corporate’s TensorFlow machine studying framework. Similarity fashions seek for associated objects, for instance discovering similar-looking garments and figuring out at the moment taking part in songs.

As Google explains, many similarity fashions are skilled utilizing a way referred to as contrastive studying. Contrastive studying, in flip, depends on clustering algorithms, which robotically establish patterns in knowledge by working on the idea that knowledge factors in teams ought to have related options.

Contrastive studying permits a mannequin to venture objects into an “embedding area” when utilized to a dataset, such that the distances between embeddings — mathematical representations of the objects — are indicative of how related the enter examples are. Coaching with TensorFlow Similarity yields an area the place the gap between related objects stays small whereas the gap between dissimilar objects is giant. For example, coaching a similarity mannequin on the Oxford-IIIT Pet dataset results in clusters the place similar-looking breeds are shut by and cats and canine are separated.

Coaching similarity fashions

As soon as a mannequin is skilled, TensorFlow Similarity builds an index that accommodates the embeddings of the varied objects to make them searchable. In line with Google, the library allows searches over tens of millions of listed objects, retrieving the highest related matches inside a fraction of second. Furthermore, TensorFlow Similarity can add an infinite new variety of lessons to the index with out having to retrain, as a substitute computing solely the embeddings for consultant objects of the brand new lessons.

Whereas the preliminary launch of the library is concentrated on offering parts to construct contrastive learning-based similarity fashions, Google says it’ll add help for added forms of fashions to TensorFlow Similarity sooner or later. “The power to seek for associated objects has many actual world functions,” Google’s Elie Bursztein and Owen S. Vallis wrote in a weblog submit. “Extra usually, having the ability to rapidly retrieve associated objects is an important a part of many core data methods similar to multimedia searches, recommender methods, and clustering pipelines.”

TensorFlow Similarity is obtainable in open source through GitHub. As well as, Google has launched a programming notebook with a tutorial on primary utilization.

The discharge of TensorFlow Similarity follows the launches of different TensorFlow extensions centered on explicit sorts of fashions and use circumstances. In 2019, Google debuted TensorFlow Privacy, a library meant to make it simpler for builders to coach AI fashions with “sturdy privateness ensures.” And final 12 months, the corporate launched an experimental module that assessments the safety of AI fashions.

VentureBeat

VentureBeat’s mission is to be a digital city sq. for technical decision-makers to realize information about transformative know-how and transact.

Our website delivers important data on knowledge applied sciences and methods to information you as you lead your organizations. We invite you to grow to be a member of our neighborhood, to entry:

  • up-to-date data on the themes of curiosity to you
  • our newsletters
  • gated thought-leader content material and discounted entry to our prized occasions, similar to Transform 2021: Learn More
  • networking options, and extra

Become a member

--->>Make 1,000$ A Day - Click Here<<---
World's Best Mobile app builder that turns your website into a Stunning mobile app in 1 click



Source link

SUBSCRIBE NOW

No spam guarantee.

--->>Make Money Working 30 Minutes A Day - Click Here<<---
--->>Start Changing Your Life Today - Click Here<<---
ShareTweetShare
Photo of the Remarkables mountain range in Queenstown, New Zealand.

Related Posts

Pair programming driven by programming language generation
Artificial Intelligence

Pair programming driven by programming language generation

May 20, 2022
How AI powers modern product lifecycle management
Artificial Intelligence

How AI is improving the web for the visually impaired

May 19, 2022
How Automation Hero uses accurate AI to process documents
Artificial Intelligence

How Automation Hero uses accurate AI to process documents

May 19, 2022
How optimized object recognition is advancing tiny edge devices
Artificial Intelligence

How optimized object recognition is advancing tiny edge devices

May 19, 2022
How AI powers modern product lifecycle management
Artificial Intelligence

How to use responsible AI to manage risk

May 18, 2022
The Women in AI Breakfast is a go, and nominations for the Women in AI Awards now open
Artificial Intelligence

The Women in AI Breakfast is a go, and nominations for the Women in AI Awards now open

May 18, 2022
Next Post
Google’s Android Auto for People With Dumb Cars Is Good

Google's Android Auto for People With Dumb Cars Is Good

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

DON'T MISS OUT!
Subscribe To Our Newsletter So You Do Not Miss Any Updates Or Special Offers
We promise not to spam you. Unsubscribe at any time.
Invalid email address
Thanks for subscribing!

Recommended

Cybersecurity and the Pareto Principle: The future of zero-day preparedness

Cybersecurity and the Pareto Principle: The future of zero-day preparedness

May 2, 2022
Android 13 preview locks down notifications, adds more to the tablet taskbar

Android 13 preview locks down notifications, adds more to the tablet taskbar

March 18, 2022
EU to ban Russian state-backed media outlets RT and Sputnik

EU to ban Russian state-backed media outlets RT and Sputnik

February 27, 2022
Microsoft posts its own teardown and repair video for the Surface Laptop SE

Microsoft posts its own teardown and repair video for the Surface Laptop SE

January 10, 2022
The 512GB Mac Mini M1 is down to $750 on Amazon

The 512GB Mac Mini M1 is down to $750 on Amazon

October 13, 2021
New Roccat mouse lets you program up to 29 different inputs

New Roccat mouse lets you program up to 29 different inputs

February 24, 2022

Recent News

Pair programming driven by programming language generation

Pair programming driven by programming language generation

May 20, 2022
Amazon’s 2022 Fire 7 tablet sports USB-C, dirt-cheap $74.99 price

Amazon’s 2022 Fire 7 tablet sports USB-C, dirt-cheap $74.99 price

May 20, 2022
Streaming viewership report suggests things are getting back to normal

Streaming viewership report suggests things are getting back to normal

May 20, 2022

Photo of the Remarkables mountain range in Queenstown, New Zealand.

Categories

  • Artificial Intelligence
  • Blockchain
  • Computing
  • Gadgets
  • Gaming & Culture
  • Security
  • Space
  • Technology News
Photo of the Remarkables mountain range in Queenstown, New Zealand.

Find Via Tags

adds Amazon Android app Apple Apples apps automation Blockchain Business Cloud cybersecurity Data digital Facebook features Future game games gaming Google hackers latest launches Metaverse Microsoft million open platform raises report Review Security series software Star Startup tech TechCrunch trailer Ukraine Windows work world years
  • Privacy & Policy
  • About Us

© 2021 Top Tech

No Result
View All Result
  • Home
  • Technology News
  • Artificial Intelligence
  • Computing
  • Gaming & Culture
  • Blockchain
  • Security
  • Space
  • Gadgets

© 2021 Top Tech

We use cookies on our website to give you the most relevant experience by remembering your preferences and repeat visits. By clicking “Accept All”, you consent to the use of ALL the cookies. However, you may visit "Cookie Settings" to provide a controlled consent.
Cookie SettingsAccept All
Manage consent

Privacy Overview

This website uses cookies to improve your experience while you navigate through the website. Out of these, the cookies that are categorized as necessary are stored on your browser as they are essential for the working of basic functionalities of the website. We also use third-party cookies that help us analyze and understand how you use this website. These cookies will be stored in your browser only with your consent. You also have the option to opt-out of these cookies. But opting out of some of these cookies may affect your browsing experience.
Necessary
Always Enabled
Necessary cookies are absolutely essential for the website to function properly. These cookies ensure basic functionalities and security features of the website, anonymously.
CookieDurationDescription
cookielawinfo-checkbox-analytics11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Analytics".
cookielawinfo-checkbox-functional11 monthsThe cookie is set by GDPR cookie consent to record the user consent for the cookies in the category "Functional".
cookielawinfo-checkbox-necessary11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookies is used to store the user consent for the cookies in the category "Necessary".
cookielawinfo-checkbox-others11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Other.
cookielawinfo-checkbox-performance11 monthsThis cookie is set by GDPR Cookie Consent plugin. The cookie is used to store the user consent for the cookies in the category "Performance".
viewed_cookie_policy11 monthsThe cookie is set by the GDPR Cookie Consent plugin and is used to store whether or not user has consented to the use of cookies. It does not store any personal data.
Functional
Functional cookies help to perform certain functionalities like sharing the content of the website on social media platforms, collect feedbacks, and other third-party features.
Performance
Performance cookies are used to understand and analyze the key performance indexes of the website which helps in delivering a better user experience for the visitors.
Analytics
Analytical cookies are used to understand how visitors interact with the website. These cookies help provide information on metrics the number of visitors, bounce rate, traffic source, etc.
Advertisement
Advertisement cookies are used to provide visitors with relevant ads and marketing campaigns. These cookies track visitors across websites and collect information to provide customized ads.
Others
Other uncategorized cookies are those that are being analyzed and have not been classified into a category as yet.
SAVE & ACCEPT
This website uses cookies. By continuing to use this website you are giving consent to cookies being used. Visit our Privacy and Cookie Policy.