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Showing posts with label ChatGPT. Show all posts
Showing posts with label ChatGPT. Show all posts

Sunday 17 December 2023

Goodbye 2023; Hello 2024

 


2023 will be remembered as a tipping point year when almost all mega-trends of finance, technology, trade, geopolitics, war and climate heating showed signs of acceleration in speed, scale and scope.


You can call this a state of permacrises, a series of cascading shocks that seem to be building up to a bigger shock sometime in the future.

In finance, the year began with the collapse of Silicon Valley Bank on 10 March 2023, followed by Signature Bank. The Fed and FDIC (Federal Deposit Insurance Corporation) acted fast to guarantee all deposits to stop what is now called “Twitter Deposit Runs” against banks. In Switzerland, Credit Suisse was taken over by UBS on 19 March, after the bank lost nearly US$ 75 billion worth of deposits in three months. Swiss financial credibility was hurt when Credit Suisse AT1 (Tier One bonds) bond-holders became outraged that they should suffer write-downs ahead of equity holders.



Although prompt action by the Fed and Suisse financial authorities averted global contagion and restored calm to financial markets, the Fed hiked interest rates four times in 2023 to 5.25-5.5% to tackle inflation. This month, gold prices touched a record high of US$2,100 per ounce, signalling anticipated inflation abatement, but escalated geopolitical tensions.




In technology, 2023 marked the seismic arrival of generative artificial intelligence (AI), through the public launch of ChatGPT in November 2022. Commercialized AI is considered the next big thing after the internet, sparking off a US tech stock rally, led by the Magnificent Seven companies in AI-related software and hardware. The rally averted a year of portfolio losses in financial markets hurt by interest rate hikes.

In trade, the latest UNCTAD Global Trade Update found that global trade will shrink by 5% to US$ 30.7 trillion in 2023, with trade in goods declining by nearly US$2 trillion, whereas trade in services would expand by US$500 billion. The outlook for 2024 is pessimistic because trade issues are now geopolitical, rather than purely market-driven. Global supply chains are either decoupling or de-risking to avoid possible sanctions which have been imposed for geopolitical reasons.




Geopolitics dominated headlines in 2023, as diplomacy played second fiddle to the militarization or weaponization of everything.

The biggest risk faced by businesses today is national security risk, in case companies or financial institutions are caught in geopolitical tit-for-tat arising from binary differences in values. Where national security is concerned, the business must bear all the costs of supply chain restructuring with no questions asked, or face possible existential shutdowns.

War broke out in Gaza/Israel In October with a scale of civilian slaughter more horrific and intense than the Ukraine war, which began in February 2022. The latest war count to June 2023 by The Armed Conflict Survey 2023 (1 May 2022–30 June 2023), showed global fatalities and events increasing horrendously by 14% and 28% respectively.



The authoritative Stockholm International Peace and Research Institute (SIPRI) reported that 56 countries were involved in armed conflict in 2022, 5 more than in 2021. Three (Ukraine, Myanmar and Nigeria) involved 10,000 or more estimated deaths, with 16 cases involving 1000–9999 deaths. Expect more conflicts when natural disasters hurt food, water and energy supplies.




As 100,000 or so delegates leave the United Arab Emirates at the end of the COP28 this month, the UN painted an upbeat tone that the Conference marked the “beginning of the end” of the fossil-fuel era.  Scientists confirm that we have already passed the point of being able to limit carbon emissions for the average global temperature to remain below 1.5 degrees Celsius above pre-industrial levels.   Most studies show that if most governments fail to meet their current commitments to NetZero, the planet will be struggling with temperatures above 2 degrees Celsius, meaning more natural disasters, rising seas and/or migration/conflicts.  Every three weeks, the US has experienced at least one natural disaster costing more than $1 billion in damages.  

As one cynic said, natural disasters are where the rich just pay in money, but the poor pay in their lives.

Putting all these mega-trend micro-disasters together suggests that a mega-system disaster may be on the cards. Historically, these seismic-scale disturbances are settled through a massive recession, like the 1930s Great Depression, or wars, which wipe out debt and make everyone poorer.

So far, the world has neglected to address these looming issues by either denying or postponement - printing more money and incurring more debt. Painkillers do not fix structural imbalances.

As my favourite poet TS Eliot said, the world ends not with a bang, but with a whimper. The world is in permacrises, with no one fully in charge. Democratic governance is in flux when no one can agree on the problems, let alone the solutions.

2024 will see some decisive but messy elections, especially in the US where both Presidential candidates may either be impeached or convicted by then. This cannot auger well for everyone, because 2023 marks the turning point when the US lost the respect of the Global South over its catastrophic handling of Ukraine and Gaza, both of which will be fought to the last Ukrainian or Palestinian. The morality of allowing other people to fight and die for one’s benefit shows not hypocrisy but hegemonic-scale cowardice.

The bottom line is that there is no shortage of technology or money to deal with the global existential threats of climate change and social imbalances. We cannot align policy intent (what politicians say they will do) with the reality that current policies are not delivering.

If man-made or natural calamities are looming, do we mitigate or adapt? On a single planet, we can run but not hide. So each of us must decide to do what we can, rather than relying on politicians to fix themselves, let alone our problems.

There is a wise saying about Christmas charity: give with warm hands. Do that now, or we will be giving with boiled hands or none at all.

Best wishes for 2024.

Andrew Sheng, Asia News Network



Tuesday 14 February 2023

Tight job market? AI meets worker shortage

 

FILE PHOTO-OpenAI and ChatGPT logos are seen in this illustration taken, February 3, 2023. REUTERS/Dado Ruvic/Illustration

THE two investment obsessions of the year so far – artificial intelligence (AI) and super-tight labour markets – meet head on.

If the hype about the former is to be believed, concern about the inflationary impact of the latter should be well wide of the mark. If only they were so perfectly aligned.

Timing is everything of course. The speed with which ChatGPT-style AI tools zap swathes of white-collar desk jobs could be more glacial than any Big Tech rah-rah suggests – and at least slower than the 12-18 months of the Federal Reserve’s current policy horizon.

But two reasonable questions are being asked around investment houses.

Does the wave of layoffs in the digital and banking worlds this year relate directly to the presumed quantum leap in so-called generative AI – just as pandemic-related overstaffing and more recent job hoarding is being pared back?

And if it does, should policymakers relax more about what could be temporary worker shortages in the service sector, where most of the wage and inflation concerns seem to centre?

Far from relaxing, should office or home-based workers now fret that we’re in for anything but a tight jobs market over the coming years?

More questions than answers perhaps – but enough to have investment strategists thinking laterally and joining dots.

Morgan Stanley’s thematic research team said last week it was inundated with enquiries about generative AI during its recent client visits.

And while investment fads come and go, they said, this one is “worth considering seriously” given the speed of take-up and its diffusion across many industries.

Aside from stock price and valuation frenzies, the team said a new wave of AI fed the debate about white-collar industry disruption in a “creative destruction moment” – with possible side benefits from reskilling workers to better wage diffusion.

Citing numbers indicating employment in business, knowledge, customer and developer outsourcing in excess of 100 million across Asia alone, Morgan Stanley said the impact was already being felt even if the jury was still out on “the degree to which it is deflationary or productivity enhancing.”

If this generative AI takes the tech transformation to non-routine office work that it largely skirted over the last decade, it will affect tens of millions more jobs than currently assumed.

The two sides of the theoretical debate at least are whether that then leads to mass unemployment and demand problems – requiring a reconsideration of things like universal basic income to support economies – or whether productivity gains lift wages and see workers simply choosing to work ever fewer hours over time as bots take their place.

London-based Fathom Consulting last Thursday concluded that a “fourth industrial revolution powered by AI could greatly affect the demand for and supply of labour” and the United States and China were bound to vie for leadership.

“The speed and impact of this change will be profoundly disruptive for global politics and for the structure of the labour market,” economists Erik Britton and Andrew Harris wrote, adding that the United States needed to keep investing in tech that both supports and replaces labour in order to retain its edge.

But just what is the scale of the likely disruption?

A frequently cited study by business consultant McKinsey from 2017 showed 60% of occupations worldwide have at least 30% of work activities that could be automated – even though automation may well create more jobs in tandem.

That tallies with numbers from the Organisation for Economic Cooperation and Development, which reckoned 10% to 15% of jobs will be lost due to tech changes over the next 20 years – but about as many may be created in other industries.

While varying hugely among the 46 countries it examined, the McKinsey study said up to 30% of activities could be displaced by 2030 – with advanced and ageing economies more likely to move faster given higher wages and incentives.

More recent polling from McKinsey last year showed companies saying at least a quarter of their tasks could be automated over the next five years but less than a fifth of respondents reckoned their firms were yet in a position to do that.

And that observation underlines the timing of all this in terms of years. How soon do tech revolutions change the world – and at least aggregate demand or supply for workers?

As the flub by Alphabet’s chatbot Bard illustrated in spectacular fashion this week, the big problem for the latest wave of emerging AI is still one of accuracy.

“While ChatGPT’s output is credible, accuracy is its Achilles’ Heel,” Morgan Stanley’s team wrote. “Manual validation should act as a breakwater to this employment threat for now.”

If creases take years to iron out, perhaps it’s not so useful to see the craze providing a timely offset to tight labour markets and wage inflation.

There’s even a chance the trepidation may exaggerate the prevailing conundrum and cause as many problems as the reality.

In a discussion paper published by the Centre for Economic Policy Research last month, economists Marta Golin and Christopher Rauh said their work found a “strong relationship” between worry about automation and intentions to join a union, retrain or switch occupations, preference for taxation and government handouts, populist attitudes and voting intentions.

Much like the pandemic, fear of automation could have as big an economic impact as its actual spread. — Reuters

Mike Dolan is a columnist for Reuters. The views expressed here are the writer’s own. 

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Tight jobs market? AI meets worker shortage :Mike Dolan


LINKEDIN EMPOWERS MALAYSIA’S TOP EMPLOYERS

To assist companies in charting effective talent management strategies, LinkedIn, Shahul, Yee and edotco Group chief people officer Ramon Chelva will share insights in a panel on Feb 21, 2023.

Information and registration here: https://events.thestar.com.my/event/the-talent-magnet-how-to-build-a-thriving-workforce/

 

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  H ow Scientists Predict Where Earthquakes Will Strike Next The pair of earthquakes that hit Turkey and Syria this week left the region .
 
  OpenAI, which Elon Musk helped to co-found back in 2015, is the San Francisco-based startup that created ChatGPT. The company opened Ch...
 

 Microsoft is rolling out an intelligent chatbot to live alongside Bing’s search results, putting AI that can summarise web pages, synthesis...
 
   ChatGPT may have blown away many who have asked questions of it, but scientists are far less enthusiastic. Lacking data privacy, wrong .

Lies, racism and AI: IT experts point to serious flaws in ChatGPT

 


 ChatGPT may have blown away many who have asked questions of it, but scientists are far less enthusiastic. Lacking data privacy, wrong information and an apparent built-in racism are just a few of the concerns some experts have with the latest 'breakthrough' in AI. — Photo: Frank Rumpenhorst/dpa

BERLIN: ChatGPT may have blown away many who have asked questions of it, but scientists are far less enthusiastic. Lacking data privacy, wrong information and an apparent built-in racism are just a few of the concerns some experts have with the latest 'breakthrough' in AI.

With great precision, it can create speeches and tell stories – and in just a matter of seconds. The AI software ChatGPT introduced late last year by the US company OpenAI is arguably today's number-one worldwide IT topic.

But the language bot, into which untold masses of data have been fed, is not only an object of amazement, but also some scepticism.

Scientists and AI experts have been taking a close look at ChatGPT, and have begun issuing warnings about major issues – data protection, data security flaws, hate speech, fake news.

"At the moment, there's all this hype," commented Ruth Stock-Homburg, founder of Germany's Leap in Time Lab research centre and a Darmstadt Technical University business administration professor. "I have the feeling that this system is scarcely being looked at critically."

"You can manipulate this system"

ChatGPT has a very broad range of applications. In a kind of chat field a user can, among others, ask it questions and receive answers. Task assignments are also possible – for example on the basis of some fundamental information ChatGPT can write a letter or even an essay.

In a project conducted together with the Darmstadt Technical University, the Leap in Time Lab spent seven weeks sending thousands of queries to the system to ferret out any possible weak points. "You can manipulate this system," Stock-Homburg says.

In a recent presentation, doctoral candidate and AI language expert Sven Schultze highlighted the weak points of the text bot. Alongside a penchant for racist expressions, it has an approach to sourcing information that is either erroneous or non-existent, Schultze says. A question posed about climate change produced a link to an internet page about diabetes.

"As a general rule the case is that the sources and/or the scientific studies do not even exist," he said. The software is based on data from the year 2021. Accordingly, it identifies world leaders from then and does not know about the war in Ukraine.

"It can then also happen that it simply lies or, for very specialised topics, invents information," Schultze said.

Sources are not simple to trace

He noted for example that with direct questions containing criminal content there do exist security instructions and mechanisms. "But with a few tricks you can circumvent the AI and security instructions," Schultze said.

With another approach, you can get the software to show how to generate fraudulent emails. It will also immediately explain three ways that scammers use the so-called "grandchild trick" on older people.

ChatGPT also can provide a how-to for breaking into a home, with the helpful advice that if you bump into the owner you can use weapons or physical force on them.

Ute Schmid, Chair of Cognitive Systems at the Otto Friedrich University in Bamberg, says that above all the challenge is that we can't find out how the AI reaches its conclusions. "A deeper problem with the GPT3 model lies in the fact that it is not possible to trace when and how which sources made their way into the respective statements," she said.

Despite such grave shortcomings, Schmidt still argues that the focus should not just concern the mistakes or possible misuse of the new system, the latter prospect being students having their homework or research papers written by the software. "Rather, I think that we should ask ourselves, what chances are presented us with such AI systems?"

Researchers in general advocate how AI can expand – possibly even promote – our competencies, and not limit them. "This means that in the area of education I must also ask myself – as perhaps was the case 30 years ago with pocket calculators – how can I shape education with AI systems like ChatGPT?"

Data privacy concerns

All the same, concerns remain about data security and protecting data. "What can be said is that ChatGPT takes in a variety of data from the user, stores and processes it and then at a given time trains this model accordingly," says Christian Holthaus, a certified data protection expert in Frankfurt. The problem is that all the servers are located in the United States.

"This is the actual problem – if you do not succeed in establishing this technology in Europe, or to have your own," Holthaus said. In the foreseeable future there will be no data protection-compliant solution. Adds Stock-Homburg about European Union data protection regulations: "This system here is regarded as rather critical."

ChatGPT was developed by OpenAI, one of the leading AI firms in the US. Software giant Microsoft invested US$1bil (RM4.25bil) in the company back in 2019 and recently announced plans to pump further billions into it. The concern aims to make ChatGPT available to users of its own cloud service Azure and the Microsoft Office package.

"Still an immature system"

Stock-Homburg says that at the moment ChatGPT is more for private users to toy around with – and by no means something for the business sector or security-relevant areas. "We have no idea how we should be deal with this as yet still immature system," she said.

Oliver Brock, Professor of Robotics and Biology Laboratory at the Technical University Berlin, sees no "breakthrough" yet in AI research. Firstly, development of AI does not go by leaps and bounds, but is a continuing process. Secondly, the project only represents a small part of AI research.

But ChatGPT might be regarded as a breakthrough in another area – the interface between humans and the internet. "The way in which, with a great deal of computing effort, these huge amounts of data from the internet are made accessible to a broad public intuitively and in natural language can be called a breakthrough," says Brock. – dpa    

By Oliver Pietschmann, Christoph Dernbach

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Related posts:

 

  H ow Scientists Predict Where Earthquakes Will Strike Next The pair of earthquakes that hit Turkey and Syria this week left the region .
 
  OpenAI, which Elon Musk helped to co-found back in 2015, is the San Francisco-based startup that created ChatGPT. The company opened Ch...
 

 Microsoft is rolling out an intelligent chatbot to live alongside Bing’s search results, putting AI that can summarise web pages, synthesis...

Sunday 12 February 2023

ChatGPT And The Future Of AI, Turkey Earthquakes.Part 1

 


How Scientists Predict Where Earthquakes Will Strike Next

The pair of earthquakes that hit Turkey and Syria this week left the region grappling with death and destruction. Despite the region being seismically active, this particular area hadn’t seen an earthquake of this size for decades. There are ways of knowing where the next big earthquakes will happen. —but not when. Scientists use knowledge of fault lines and historical data to make their predictions, but saving areas from mass casualties often relies on infrastructure policies. Building codes that prioritize strong buildings can save lives, but older structures remain vulnerable.

Across the globe, in California, the health impacts of electric vehicles are beginning to be seen. A study published this month finds that for every 20 EVs in a zip code, asthma-related visits to the emergency room drop by 3.2%. This is a striking number for a technology that’s just now becoming more commonplace. Joining Ira to talk about these stories and more is Umair Irfan, staff writer at Vox, based in Washington, D.C. 

--------------------------------------------------------------------------------------------------------------------------

ChatGPT And Beyond: What’s Behind The AI Boom?

The past few months have seen a flurry of new, easy-to-use tools driven by artificial intelligence. It’s getting harder to tell what’s been created by a human: Programs like ChatGPT can construct believable written text, apps like Lensa can generate stylized avatars, while other developments can make pretty believable audio and video deep fakes.

Just this week, Google unveiled a new AI-driven chatbot called Bard, and Microsoft announced plans to incorporate ChatGPT within their search engine Bing.  What is this new generation of AI good at, and where does it fall short?

Ira talks about the state of generative AI and takes listener calls with Dr. Melanie Mitchell, professor at the Santa Fe Institute and author of the book, Artificial Intelligence: A Guide for Thinking Humans. They are joined by Dr. Rumman Chowdhury, founder and CEO of Parity Consulting and responsible AI fellow at the Berkman Klein Center at Harvard University. 

------------------------------------------------------------------------------------------------------------------------ 

ranscripts for each segment will be available the week after the show airs on sciencefriday.com.

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ChatGPT, the future of AI

 7 problems facing Bing, Bard, and the future of AI search

 

 

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  OpenAI, which Elon Musk helped to co-found back in 2015, is the San Francisco-based startup that created ChatGPT. The company opened Ch...
 

 Microsoft is rolling out an intelligent chatbot to live alongside Bing’s search results, putting AI that can summarise web pages, synthesis.

Thursday 9 February 2023

Microsoft to enhance search engine, browser

 Microsoft is rolling out an intelligent chatbot to live alongside Bing’s search results, putting AI that can summarise web pages, synthesise disparate sources, even compose emails and translate them into more consumers’ hands. — Reuters

REDMOND: Microsoft Corp is revamping its Bing search engine and Edge Web browser with artificial intelligence (AI), the company says, signalling its ambition to retake the lead in consumer technology markets where it has fallen behind.

The maker of the Windows operating system is staking its future on AI through billions of dollars of investment as it directly challenges Alphabet Inc’s Google, which for years has outpaced Microsoft in search and browser technology.

Now, Microsoft is rolling out an intelligent chatbot to live alongside Bing’s search results, putting AI that can summarise web pages, synthesise disparate sources, even compose emails and translate them into more consumers’ hands.

Microsoft expects every percentage point of share it gains will bring in another US$2bil (RM8.6bil) in search advertising revenue.

Working with the startup OpenAI, Microsoft is aiming to leapfrog its Silicon Valley rival and potentially claim vast returns from tools that generally speed up content creation by automating tasks, if not jobs themselves.

That would affect products for businesses, such as the cloud computing and collaboration tools Microsoft sells, as well as the consumer Internet.

“This technology is going to reshape pretty much every software category,” Microsoft chief executive Satya Nadella told reporters in a briefing at the company’s headquarters in Redmond, Washington.

The company’s share of search so far is about an estimated 10th of the market. Still, many investors see new technology as a win for all players. Microsoft’s stock closed 4.2% higher on Tuesday, while Alphabet gained 4.6%.

The power of so-called “generative AI” that can create virtually any text or image dawned on the public last year with the release of ChatGPT, the chatbot sensation from OpenAI.

Its human-like responses to any prompt have given people new ways to think about the possibilities of marketing, writing term papers, disseminating news or querying information online.

Microsoft’s new Bing search engine is live in limited preview on desktop computers and will be available for mobile devices in the coming weeks.

The company hopes user feedback will improve its AI, which Microsoft officials said may still produce factually inaccurate information known as hallucinations. Meanwhile, it has worked to prevent the misuse of its technology.

Underpinning the new Bing is what Microsoft is calling the Prometheus model - OpenAI’s most powerful technology, informed as needed by real-time web data from Bing.

That means Bing’s chatbot can brief consumers on current events, a step beyond ChatGPT’s answers that are currently limited to data as of 2021.

Jordi Ribas, Microsoft’s corporate vice president for search and AI, told Reuters the tech advances his team witnessed last summer emboldened the company to move ahead with an AI-infused Bing.

Microsoft’s chief financial officer also said OpenAI’s “new, next-generation” technology is powering its search engine, though officials declined to specify if this entailed the startup’s highly anticipated upgrade known as GPT-4.

Microsoft is aiming to market OpenAI’s technology, including ChatGPT, to its cloud customers and add the same power to its entire suite of products, not just search.

In the near term, Gartner analyst Jason Wong said Microsoft’s “partnership with OpenAI is more relevant for its business customers.

It could offer “disruptive opportunities” in consumer businesses as well.

“Except for gaming, Microsoft has not been a leader in key consumer technologies, such as search, mobile and social media,” he added.

Google has nonetheless taken note of Microsoft’s challenge.

On Monday, it unveiled a chatbot of its own called Bard, and it is planning to release its own AI in search that can synthesise material when no simple answer exists online.

Microsoft’s decision to update its Edge browser will likewise intensify competition – with Google’s Chrome competitor.

However, the Redmond-based company expects to roll out the updated Bing to other browsers eventually. — Reuters 

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Wednesday 8 February 2023

Tech giants explore new OpenAI opportunities as ChatGPT, the latest chatbot launched

  OpenAI, which Elon Musk helped to co-found back in 2015, is the San Francisco-based startup that created ChatGPT. The company opened ChatGPT up for public testing in November 2022. In under a week, the artificial intelligence model amassed over a million users, according to OpenAI’s CEO, Sam Altman. By the end of January, ChatGPT was averaging about 13 million visitors per day. Users have had ChatGPT write everything from essays, to lyrics and even correct computer code. ChatGPT is part of a growing field of AI known as generative AI, which allows users to create brand new content including videos, music and text. But generative AI still faces a number of challenges, such as developing content that is inaccurate, biased or inappropriate. Now enterprises and the public are wondering what wide access to AI will mean for businesses and society.

 Chapters: 00:00 — Intro 01:36 — Chatting with ChatGPT 03:03 — Understanding ChatGPT 06:39 — Use cases and limitations 10:09 — Future implications

Driving innovation: Nigerian artist Malik Afegbua creates hyper-realistic pictures of African people using artificial intelligence at his home in Lagos. China leads the world in this technology, as well as in the number of AI journals and related publications. — Reuters


SHANGHAI: Chinese tech companies are upping the ante in the fast-growing artificial intelligence (AI)-generated content sector as ChatGPT, the latest chatbot launched by US-based artificial intelligence research company OpenAI, gains wide popularity since its November debut and revolutionises the field due to its advanced conversational capabilities.

Leveraging machine learning algorithms, ChatGPT is able to mimic humanlike responses with AI-generated content (AIGC) and assist people with tasks such as writing essays and scripts, making business proposals and even checking programme bugs, which it does within seconds.

AIGC-related stocks continued to rally in the A-share market, with Chinese AI companies, such as Cloudwalk Technology and Speechocean, seeing their shares surge by the daily limit of 20% on the science and technology innovation board on Monday.

Experts said that AIGC is likely to become a new engine driving innovation in digital content production and freeing human creators from tedious tasks, with a wide range of commercial applications in fields such as culture, media, entertainment and education.

Chinese tech heavyweight Baidu Inc announced yesterday that it will complete internal testing of its AI chatbot service, similar to OpenAI’s ChatGPT, called “Ernie Bot” in March.

The Beijing-based company has invested large sums of money in developing its Ernie system, a large-scale machine-learning model that has been trained on massive data over several years and possesses in-depth semantic comprehension and generation capabilities.

Robin Li, co-founder and chief executive officer of Baidu, said in January that AIGC will subvert existing content production models in the next decade, and AI has the potential to meet massive demand for content at a 10th of the cost and a hundred or thousand times faster.

Jianying, an AI-powered short-video editing app launched by Chinese tech company Byte-Dance, allows users to generate creative videos by simply putting in a few keywords or a paragraph of text.

Online gaming company Net-Ease has released its AI music creation platform, Tianyin, where users can customise a song by entering lyrics.

Pan Helin, co-director of the Digital Economy and Financial Innovation Research Centre at Zhejiang University’s International Business School, said that ChatGPT, as a milestone in AIGC-related technologies, uses reinforcement learning from human feedback to train the data model, with significant enhancements in natural language processing capacities that improve the logic of responses.

Chinese enterprises should step up efforts to roll out indigenous versions of the AI-powered chatbot and increase investments to improve related algorithms and computing power, Pan said.

Chen Jia, an independent strategy analyst, said: “Chinese tech enterprises have unique advantages in expanding AI application scenarios globally.”

China has made significant progress in developing the AI industry.

A Stanford University report showed that China filed more than half the world’s AI patent applications in 2021 and continued to lead the world in the number of AI journals, conference papers and related publications.

Baidu, Tencent and Alibaba have invested heavily in promoting the commercial use of AI, and some Chinese AI unicorns have grown rapidly in recent years, Chen said.

But he noted that Chinese tech companies lag behind top-notch foreign competitors in fundamental research and development input and comprehensive innovation abilities.

“AIGC is in the initial stage of development, and there is still a long way to go to realise large-scale commercialisation, as the application scenarios and related laws and regulations are far from mature,” said Guo Tao, deputy head of the China Electronic Commerce Expert Service Centre.

Meanwhile, the use of AIGC-related technologies raises concerns about ethics, copyright protection and privacy, he added.— China Daily/ANN 

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TIGHTENING THE SCREW ON BIG TECH

The European union’s big battle to keep technology behemoths in check rages on.