Connect with us

Artificial Intelligence

How To Create Domain-Specific AI Models Effectively?

Published

on

How To Create Domain-Specific AI Models Effectively?

Domain-specific AI models are easy to create with the right experience and knowledge of AI and data

Domain-specific AI models are in high demand in the global tech market to work efficiently and effectively. There are some key steps to creating perfect domain-specific AI models with data assets and active learning. Tech companies focus on large-scale artificial intelligence implementations to solve multiple B2B problems and drive high return on investment while delivering decision-centric outcomes based on data assets. Domain-specific AI models help to adapt the artificial intelligence implementation cycles with more relevance and efficiency. The global tech market consists of multiple steps for efficient domain-specific AI models. It is expected that artificial intelligence can reach its potential space by being domain-specific AI models in 2022 and beyond.

A brief guide to key steps to creating domain-specific AI models

  • Open mindset to data assets

Organizations must have an open mindset to explore some of the key domain-specific data assets to create domain-specific AI models. The group of data scientists should seek suitable data assets as per the business goals and objectives to boost productivity and yield more profit. A business can look out for multiple different strategies and methodologies to improve the quality of data assets efficiently and effectively.

  • Transfer learning

Businesses must leverage transfer learning through the basic knowledge from the source domain to have a deeper understanding of new knowledge for the domain-specific AI models. A pre-trained network can act as a feature extractor while using only lower-level features of the neural network if there are different domains.

  • Active learning

Active learning in creating domain-specific AI models is important as a type of semi-supervised learning. Businesses can require a small amount of labeled data for reducing manual annotation cost-efficiently. One needs to divide the data assets into seed and unlabeled data with artificial intelligence.

The post How to Create Domain-Specific AI Models Effectively? appeared first on .

Advertisement

AI

AI Systems Are Not Humans! US Court Denies The Patent Right To Machines

Published

on

By

AI Systems Are Not Humans! US Court Denies The Patent Right To Machines

US law allows only ‘natural persons’ to be registered as individuals; individuals who can take an oath swearing their paternity to the product

Even as the debate around AI gaining sentience hasn’t subsided, artificial intelligence. US patent court struck down Stephen Thaler’s petition seeking a patent for the products developed by the AI system purportedly developed by him. CAFC, the US appeals court, in Thaler V. Vidal’s case ruled out the machine’s candidature to qualify as an inventor under the US Patent Act. The decision is in similar lines to the series of judgments delivered by courts from around the world for the same case. The legal tiff dates back to 2019 when he filed for a patent for the two products, an AI food container developed based on fractal geometry and a torch light. Instead of using his name in the patent document, he mentioned the neural network’s name, DABUS, claiming that the products are its brainchildren.

Back then US Patent and Trademark Office rejected his plea, reasoning that US laws allow only ‘natural persons’ to be registered as individuals; individuals who can take an oath swearing their paternity to the product, which machines or computer software are incapable of. This time the Court of Appeals, supporting the USPTO’s stand, was unambiguous in stating the obsolescence of “metaphysical matters” about “the nature of invention or rights, if any, of AI systems.” It stressed the repeated reference to the term “individuals” is very well in alignment with its interpretation. “While we do not decide whether an AI system can form beliefs, nothing in our record shows that one can, as reflected in the fact that Thaler submitted the requisite statements himself, purportedly on DABUS’ behalf,” CAFC explained. Cutting the game to chase, the judgment hinges on legal requirements which has little to do with the court’s understanding of AI’s capability.

Refusing to give up on his mission, he wants to contest the judgment in the US Supreme court. He says, “The court ignores the purpose of the Patent Act and the outcome that AI-generated inventions are now unpatentable, will have real negative social consequences.” This brings us to the question if artificial intelligence deserves patent rights and why. 

When Thaler says, negative consequences, he means the patent laws being misused under the cover of patent law. For example, AI has been responsible for inventions in the medical field which left unpatented could give leeway to idea hoggers, leaving businesses and funders discouraged to pursue research, preventing cutting-edge research to happen in the first place. Experts too are of the opinion that instead of rewriting the IP Acts completely, it would be a reasonable option to create a custom law including artificial intelligence, because, at the end of the day, AI learns by itself and makes decisions for itself. As artificial intelligence is becoming an omnipresent and inevitable part of day-to-day lives, it is highly imperative to consider if AI qualifies to be considered as an entity similar to a POSA (person with Ordinary Skills in Art). The lack of benchmarks to determine if AI’s invention is unique might be another challenge, given the AI’s ability to constantly improve itself.

Advertisement

This argument finds support in Australian Court’s initial assumptions that led to a favorable judgment only to be overruled later by the appeals court. The judges considered the possibility of AI setting its goal, freedom to choose options and pathways towards the goals, and the ability to trawl for data it requires. The court did spell out why AI’s autonomy is not a misnomer, as long as artificial neural networks can choose the algorithms and interact with other networks. If only this argument could be taken forward to establish AI as a legit entity – which would probably be Thaler’s next line of argument – the question of ‘persona’ could be put to rest.

More Trending Stories 
  • Now Bypassing Antivirus Will Come with a Price, Says Deep Instinct
  • GPT-3 Makes A Cockroach Fall in Love with an AI Man in its Fantasy Movie Plot
  • Why Do Developers Cherish Python, Despite its Biggest Downsides?
  • Top 10 Metaverse Trends to Lookout for in 2023 and Beyond
  • Top 10 Data Science Courses with Live Projects to Attend in 2022
  • Paper Books will be Back! But with an Augmented Reality Twist

The post AI Systems are not humans! US Court denies the patent right to machines appeared first on .

Advertisement
Continue Reading

Artificial Intelligence

Meta Testing Its Latest Chatbot With The Public

Published

on

Meta Testing Its Latest Chatbot With The Public

BlenderBot 3 can converse informally and respond to the kinds of questions you might ask a virtual assistant

In order to gather input on the system’s functionality, Meta’s AI research laboratories have developed a brand-new, cutting-edge chatbot and are enabling members of the public to communicate with it.

The chatbot is available online as BlenderBot 3. According to Meta, BlenderBot 3 can converse informally and respond to the kinds of questions you might ask a virtual assistant, such as “talking about healthy food recipes or discovering kid-friendly services in the city.”

The prototype bot is based on Meta’s prior work with massive language models, or LLMs, which are capable but unreliable text-generation programs, the most well-known of which is OpenAI’s GPT-3. Like other LLMs, BlenderBot undergoes extensive training on massive text datasets, which it then mines for analytical patterns to produce language. Such systems have proven to be remarkably flexible and have been used for a multitude of activities, such as assisting authors in writing their upcoming best-selling books and producing code for programmers. These models do, however, have serious flaws: they frequently generate user-generated answers and repeat errors in their training data, which is a big problem if they are to function as useful digital assistants.

Meta is particularly interested in using BlenderBot to examine this latter issue. A crucial element of the chatbot is its capacity to look up specific topics online. More significantly, people can click on the answers to see where the information came from by doing so. In other words, BlenderBot 3 can list its references.

Advertisement

By making the chatbot accessible to a larger audience, Meta aims to receive input regarding the various problems that large language models encounter. BlenderBot users can report any suspicious responses from the system, and Meta claims to have made every effort to “minimize the bots’ use of foul language, insults, and culturally insensitive comments.”

For IT businesses, making prototype AI chatbots available to the general public has traditionally been considered a risky step. Microsoft published Tay, a chatbot on Twitter, in 2016. Tay was able to learn from the people it interacted with. As was somewhat expected, Tay soon came under pressure from Twitter users to repeat a variety of racist, antisemitic, and misogynistic sentiments. Less than 24 hours after being notified, Microsoft reacted by pulling the bot offline.

Since Tay’s malfunction, the field of AI has undergone significant development, according to Meta, and BlenderBot includes a variety of safety features that should prevent Meta from making the same mistakes Microsoft did.

The post Meta Testing Its Latest Chatbot with The Public appeared first on .

Advertisement

Continue Reading

Artificial Intelligence

Are You Sure Your Favorite Celebrity Is A Human? What If They Are Digital Humans?

Published

on

Are You Sure Your Favorite Celebrity Is A Human? What If They Are Digital Humans?

Think twice before you go and pine over your celebrity crush who might be a digital human.

Hey there, are you daydreaming over your celebrity crush again? Well, it’s time to crash that dream cause the one you are swooning over might not even be a real human. Wait, what? Yes, you read it right. Their beautiful face, pretty eyes, and everything else that is picture-perfect might just be a digital human rendition mastered by some totally grumpy developer-controlled emotionless AI machine.

Guess, who came up with this! Well, who else if not China with their long list of weird AI innovations? In June 2022, a new music video was released by one of the greatest celebrities in China, Simon Gong, getting around 15 million views. But the hawk-eyed fans were not fooled by it. The news was spread quickly that the singer in the video was not actually Simon Gong, but his digital replica made by Baidu. Netizens all over the world are left baffled and confused over the fact that they should be happy over this digital advancement or disappointed over the lack of human touch.

It also raises the question of why is there such a need for digital humans when there is already a population of 7 billion humans. Well, the answer might make you lose sleep; it is the “round-the-clock” services. After 8 or 9 hours of work, a human will need rest as well as food, but these digital humans can work 24×7. From retail to healthcare and finance, the yearning for digital humans is growing to such an extent that experts predict the global market for digital humans will jump to about $530 billion in 2030, from $10 billion in 2023.

Coming back to the Simon Gong case, what makes this digital human different from its other prototypes is its unique interactiveness. The virtual Gong’s digital duties are not limited to singing. On the latest update of the Baidu App, China’s leading search-plus-feed app, Gong appears on users’ phones, helping with searches and queries using the model-actor’s real voice. Since this interactive search experience was launched in 2021, it has boosted the number of voice search queries on Baidu App by 18.2%.

Advertisement

So, think twice before you fall for a ‘digital idol’!!

The post Are You Sure Your Favorite Celebrity is A Human? What if They are Digital Humans? appeared first on .

Advertisement
Continue Reading

Top posts

Monero Faces Pressure In Keeping Upward Pace – Will XMR Overcome Resistance? Monero Faces Pressure In Keeping Upward Pace – Will XMR Overcome Resistance?
btcusd3 hours ago

Monero Faces Pressure In Keeping Upward Pace – Will XMR Overcome Resistance?

Monero has its hands full trying to keep its momentum and rally forward. But, it must first overcome obstacles. As...

TA- Binance Coin Continues To Look Strong Despite Altcoins Shakeout TA- Binance Coin Continues To Look Strong Despite Altcoins Shakeout
Binance Coin4 hours ago

TA- Binance Coin Continues To Look Strong Despite Altcoins Shakeout

The price of Binance coin (BNB) continues to look strong as it holds its support against Tether (USDT) after the...

July’s CPI Report Shows US Inflation Cooling — Critics Say ‘US Government’s Formula Understates The Actual Rise In Prices’ July’s CPI Report Shows US Inflation Cooling — Critics Say ‘US Government’s Formula Understates The Actual Rise In Prices’
analyst4 hours ago

July’s CPI Report Shows US Inflation Cooling — Critics Say ‘US Government’s Formula Understates The Actual Rise In Prices’

After last June’s inflation report published by the U.S. Bureau of Labor Statistics indicated that the Consumer Price Index (CPI)...

TA- Bitcoin Bounced off Key Support After CPI Announcement TA- Bitcoin Bounced off Key Support After CPI Announcement
Bitcoin bulls4 hours ago

TA- Bitcoin Bounced off Key Support After CPI Announcement

The price of Bitcoin (BTC) bounced off its key support against Dollars (USD) after the Consumer Price Index (CPI) announcement...

Defi Attacker Siphons $570,000 From Curve Finance, Crypto Exchange Fixedfloat Freezes 112 Ethereum Defi Attacker Siphons $570,000 From Curve Finance, Crypto Exchange Fixedfloat Freezes 112 Ethereum
$6.13 billion TVL5 hours ago

Defi Attacker Siphons $570,000 From Curve Finance, Crypto Exchange Fixedfloat Freezes 112 Ethereum

Reports indicate that the decentralized finance (defi) protocol Curve was hacked for $570,000 in ethereum after people noticed that Curve’s...

Biggest Movers: AVAX Nears Highest Level Since May, ETC Moves Towards $40 Biggest Movers: AVAX Nears Highest Level Since May, ETC Moves Towards $40
Analysis6 hours ago

Biggest Movers: AVAX Nears Highest Level Since May, ETC Moves Towards $40

Avalanche rallied on Wednesday, as the token broke out of a key resistance level on its way towards a multi-month...

German Crypto Exchange Nuri Files For Insolvency German Crypto Exchange Nuri Files For Insolvency
Bankruptcy7 hours ago

German Crypto Exchange Nuri Files For Insolvency

Cryptocurrency exchange Nuri has filed for insolvency, reportedly becoming Germany’s first fintech to take the step in a challenging year...

Report: Nearly 13,000 Chinese Social Media Accounts Promoting Virtual Currency Closed Report: Nearly 13,000 Chinese Social Media Accounts Promoting Virtual Currency Closed
Baidu10 hours ago

Report: Nearly 13,000 Chinese Social Media Accounts Promoting Virtual Currency Closed

Nearly 13,000 Chinese social media accounts that allegedly promoted virtual currency investments were closed, the Cyberspace Administration of China recently...

Decentralizing The Internet: How Wayru Is Bringing People Together With Blockchain Decentralizing The Internet: How Wayru Is Bringing People Together With Blockchain
Sponsored10 hours ago

Decentralizing The Internet: How Wayru Is Bringing People Together With Blockchain

sponsored In 2011 the UN released a report declaring the internet a Human Right, but over a decade later millions...

Current Mortgage Refinance Rates, August 10, 2022 | Rates Move Higher Current Mortgage Refinance Rates, August 10, 2022 | Rates Move Higher
rates10 hours ago

Current Mortgage Refinance Rates, August 10, 2022 | Rates Move Higher

Advertiser Disclosure Jason Stauffer Jason Stauffer Staff WriterAdvertisement Jason Stauffer is a personal finance reporter who previously covered the housing...

USDT volume on exchanges up 20% in 3 months USDT volume on exchanges up 20% in 3 months
Binance11 hours ago

USDT volume on exchanges up 20% in 3 months

USDT volume on exchanges up 20% in 3 months Oluwapelumi Adejumo · 6 mins ago · 2 min read According...

Axie Infinity holders have reasons to celebrate market drawdown Axie Infinity holders have reasons to celebrate market drawdown
Altcoins12 hours ago

Axie Infinity holders have reasons to celebrate market drawdown

The market crash has affected every cryptocurrency in some or the other way. And, the recovery from the same has...

What’s changed in GameFi in the last month? – July Report What’s changed in GameFi in the last month? – July Report
Analysis12 hours ago

What’s changed in GameFi in the last month? – July Report

What’s changed in GameFi in the last month? – July Report Footprint Analytics · 2 hours ago · 7 min...

How To Make Money From Ethereum Name Service? How To Make Money From Ethereum Name Service?
Cryptocurrency13 hours ago

How To Make Money From Ethereum Name Service?

Learn how you can use ENS to become rich We all love to reap the benefits of advanced technologies, but...

Degrain (DGRN) Continues To Thrive In Bear Market, Outshines Litecoin(LTC) And Polkadot(DOT) Degrain (DGRN) Continues To Thrive In Bear Market, Outshines Litecoin(LTC) And Polkadot(DOT)
Cryptocurrency13 hours ago

Degrain (DGRN) Continues To Thrive In Bear Market, Outshines Litecoin(LTC) And Polkadot(DOT)

In this article, we examine why the coin on the block, Degrain, has been thriving while Litecoin and Polkadot have...

HUMAN Protocol’s Big Announcement On V2 Upgrade With Routing Protocol HUMAN Protocol’s Big Announcement On V2 Upgrade With Routing Protocol
Blockchain13 hours ago

HUMAN Protocol’s Big Announcement On V2 Upgrade With Routing Protocol

The voting model will utilize HUMAN Protocol Reputation Oracles to adjust voting power. Last week, HUMAN Protocol announced the introduction...

Report: Samsung Signs MOU To Build Galaxy NFT Ecosystem Report: Samsung Signs MOU To Build Galaxy NFT Ecosystem
Digital Plaza14 hours ago

Report: Samsung Signs MOU To Build Galaxy NFT Ecosystem

Korean electronic goods producer Samsung Electronics recently signed a memorandum of understanding (MOU) with six companies that will collaborate to...

Shiba Inu Breakout Is On The Way! And Only Whales Can Help In That Shiba Inu Breakout Is On The Way! And Only Whales Can Help In That
Cryptocurrency14 hours ago

Shiba Inu Breakout Is On The Way! And Only Whales Can Help In That

Shiba Inu is outperforming in the crypto market and gaining the attention of ETH whales Shiba Inu is the most...

Trending

Daily Bitcoin MiningEarn At least $50 daily with just your phone