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The role of storage in the ‘virtuous AI data cycle’

The role of storage in the ‘virtuous AI data cycle’

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As new infrastructure emerges to train artificial intelligence programs and offer new services, important implications arise around how to store this insight.

With AI creating new data and making existing data more valuable, a cycle quickly emerges, where increased data generation leads to expanded storage needs.

This fuels further data generation — forming a “virtuous AI data cycle.”

Understanding this AI data cycle is important for organizations looking to access the power of AI and leverage its capabilities.

The AI data cycle is a six-stage framework. The first focuses on collecting existing raw data and storage. Data here is collected and stored from various sources, and the analysis of the quality and diversity of collected data is critical — setting the foundation for the next stages.

For this stage of the cycle capacity enterprise hard disk drives (eHDDs) are recommended, as they deliver the highest capacity per drive and lowest cost per bit.

The next stage is where data is prepared for intake and the analysis from the previous stage is processed, cleaned and transformed for training.

To accommodate this stage, data centers are implementing upgraded storage infrastructure — such as fast data lakes — to support data for preparation and intake.

Here, high-capacity solid-state drives are needed to enhance existing HDD storage or to create new all-flash storage systems.

Then comes the training of AI models to make accurate predictions with training data. This happens on high-performance supercomputers — requiring specialized and high-performance storage to operate efficiently.

High-bandwidth flash storage and low-latency optimized eSSDs are designed to meet the specific needs of this stage.

Next, inference and prompting involves creating a user-friendly interface for AI models. This includes an application programming interface (API), dashboards and tools that combine context to specific data with end-user prompts.

With AI creating new data and making existing data more valuable, a cycle quickly emerges, where increased data generation leads to expanded storage needs.

Peter Hayles

Then, AI models will integrate into internet and client applications without needing to replace current systems, meaning that maintaining current systems alongside new AI computing will require further storage.

Here larger, faster SSDs are required for AI upgrades in computers, and higher-capacity embedded flash devices are required for smartphones and Internet of Things systems.

The AI inference engine stage follows, where trained models are deployed into production environments to analyze new data and generate new content or provide real-time predictions. The engine’s level of efficiency is critical to achieve quick and accurate AI responses.

To ensure comprehensive data analysis, significant storage performance is required. High-capacity SSDs can be used for streaming or to model data into inference servers based on scale or response time needs, while high-performance SSDs can be used for caching.

Finally, the new content is generated, with insights produced by AI models and then stored. This stage feeds back into the data cycle, driving continuous improvement by increasing the value of data for training or to be analyzed by future models.

The generated content will be stored in enterprise hard drives for datacenter archives and in both high-capacity SSDs and embedded flash devices for AI edge devices.

By understanding these six stages of the AI data cycle and having the right tools in place, businesses can better sustain the technology to perform internal business functions and capitalize on the benefits AI offers.

Today’s AI uses data to produce text, video, images and other interesting content. This continuous loop of data consumption and generation accelerates the need for performance-driven and scalable storage technologies for managing large AI datasets and re-factoring complex data efficiently, driving further innovation.

Demands for storage are significantly increasing as its role becomes more prevalent. Access to data, the efficiency and accuracy of AI models, and larger, higher-quality datasets will increasingly become important.

Additionally, as AI becomes embedded across nearly every industry, partners and customers can expect to see storage component providers tailor products to each stage of the AI data cycle.

• Peter Hayles is the product marketing manager for hard disk drives at the US computer manufacturer and data storage company Western Digital

Disclaimer: Views expressed by writers in this section are their own and do not necessarily reflect Arab News' point of view

Trump nominates Fox News host Pete Hegseth for defense secretary

Trump nominates Fox News host Pete Hegseth for defense secretary
Updated 12 min 41 sec ago

Trump nominates Fox News host Pete Hegseth for defense secretary

Trump nominates Fox News host Pete Hegseth for defense secretary

WEST PALM BEACH, Florida: President-elect Donald Trump said Tuesday that he is nominating Fox News host and Army veteran Pete Hegseth to serve as his defense secretary.
Hegseth deployed to Iraq and Afghanistan and unsuccessfully ran for Senate in Minnesota in 2012 before joining Fox News.
“With Pete at the helm, America’s enemies are on notice — Our Military will be Great Again, and America will Never Back Down,” Trump said in a statement. “Nobody fights harder for the Troops, and Pete will be a courageous and patriotic champion of our ‘Peace through Strength’ policy.”


Senegal ex-president makes political comeback from afar

Senegal ex-president makes political comeback from afar
Updated 13 November 2024

Senegal ex-president makes political comeback from afar

Senegal ex-president makes political comeback from afar
  • He has accused Sall’s administration of leaving behind “catastrophic” public finances and manipulating financial figures given to international partners, which the previous leaders deny

DAKAR: Senegal’s former leader Macky Sall, who earlier this year sparked one of the worst crises in decades by delaying the presidential election, is seeking a controversial comeback in Sunday’s snap parliamentary elections.
Sall left office in April after 12 years in power, handing over the reins to his successor Bassirou Diomaye Faye and departing Senegal for Morocco.
The ex-president is now leading a newly formed opposition coalition from abroad, raising questions over the motives behind his return to the political fray and what it could mean for the West African country.
Sall’s longtime political foe, current Prime Minister Ousmane Sonko, has repeatedly suggested that members of the former administration, including Sall, could be brought before the courts.
He has accused Sall’s administration of leaving behind “catastrophic” public finances and manipulating financial figures given to international partners, which the previous leaders deny.
Political science professor Maurice Soudieck Dione sees Sall’s return as an attempt “to get a grip on the political game in order to protect his own interests” in the event of any “political recriminations.”
There is also a “personal dimension around him not having had his fill of power,” Dione suggested, pointing out that Sall had for a time toyed with the idea of running for a third presidential term.
Well respected on the international stage, Sall’s final years in power were marred by a political standoff with Sonko that led to dozens of deaths and hundreds of arrests.
His last-minute decision to postpone the presidential election in February then sparked one of Senegal’s worst crises in decades.
The thirst for change among a hard-pressed population saw Sall’s hand-picked successor, Amadou Ba, crushed at the ballot box by Sonko’s former deputy Faye.
Faye and Sonko had been released from prison just ten days before the vote.
Faye dissolved the opposition-dominated parliament in September, paving the way for legislative elections.

In returning to politics so soon, Sall has broken with the restraint normally adopted by former presidents in Senegal.
As the lead candidate for the Takku Wallu Senegal coalition, Sall justified his comeback in a five-page letter, citing the need to defend the “achievements” of his time in power.
He warned of the looming political and economic “dangers” faced by Senegal after months of “calamitous governance” by the new administration.
Presidential spokesman Ousseynou Ly decried Sall’s “indecency” on social media, blaming the former head of state for years of what he described as deadly unrest, debt and corruption.
As the election approaches, Sonko is traveling the length and breadth of Senegal promising economic transformation to excited crowds, while Sall addresses less rowdy audiences via speakerphone.
The former president can, officially, return to the country whenever he chooses.
“If he were to return to the country, we would ensure his safety because he is a citizen and former President of the Republic,” government spokesman Amadou Moustapha Ndieck Sarre told the Senegalese radio station RFM.
“But if he returns and the courts decide to arrest him, neither the prime minister nor the head of state can do anything about it,” he said.
Sonko has recently spoken of “high treason” in relation to what he termed the “catastrophic” state of public finances left by Sall’s administration.
High treason is the only case in which a president can be charged.
Legally, this would be “very complicated,” said El Hadji Mamadou Mbaye, a political science lecturer and researcher at the University of Saint-Louis.
Sall is returning to politics because “in reality he never wanted to leave power,” Mbaye said. “He feels indispensable.”
But “I don’t think the Senegalese are ready to forgive,” he added.
“If he had returned, the campaign would have been much more eventful, bordering on violent,” said political science professor Dionne.
“He had to carry out a very harsh crackdown on the opposition,” he added, referring to the years of turmoil.
“The wounds have not healed.”
 

 


UK writer Samantha Harvey wins 2024 Booker with space novel

UK writer Samantha Harvey wins 2024 Booker with space novel
Updated 13 November 2024

UK writer Samantha Harvey wins 2024 Booker with space novel

UK writer Samantha Harvey wins 2024 Booker with space novel
  • The prize is seen as a talent spotter of names not necessarily widely known to the general public

LONDON: British writer Samantha Harvey on Tuesday won the 2024 Booker Prize, a prestigious English-language literary award, for her novel tracking six astronauts in space for 24 hours.
Harvey’s “Orbital” follows two men and four women from Japan, Russia, the United States, Britain and Italy aboard the International Space Station and touches on mourning, desire and the climate crisis.
The 49-year-old Harvey previously made the longlist for the Booker Prize in 2009 with her debut novel “The Wilderness.”
Harvey dedicated the prize to “all the people who speak for and not against the earth and work for and not against peace.”
Chair of the judges, Edmund de Waal, said “everyone and no one is the subject” of the novel, “as six astronauts in the International Space Station circle the earth observing the passages of weather across the fragility of borders and time zones.”
“With her language of lyricism and acuity Harvey makes our world strange and new for us.”
A record five women were in the running for the £50,000 ($64,500) prize which was announced at a glitzy ceremony in London.
Previous winners include Salman Rushdie and Margaret Atwood.
The prize is seen as a talent spotter of names not necessarily widely known to the general public.
The Booker is open to works of fiction by writers of any nationality, written in English and published in the UK or Ireland between October 1, 2023 and September 30, 2024.


Northern Gaza at grave risk of Israeli atrocities of ‘the most serious nature,’ UN warns

Northern Gaza at grave risk of Israeli atrocities of ‘the most serious nature,’ UN warns
Updated 13 November 2024

Northern Gaza at grave risk of Israeli atrocities of ‘the most serious nature,’ UN warns

Northern Gaza at grave risk of Israeli atrocities of ‘the most serious nature,’ UN warns
  • ‘Horrific possibility’ of famine cannot be separated from unrelenting Israeli attacks on the human rights of Palestinians, Security Council hears
  • Systematic destruction of Palestinian infrastructure is directly contributing to threat of starvation, human rights official tells council members

NEW YORK CITY: Not only are Israeli authorities seeking to clear northern Gaza of Palestinians by displacing them to the south of the territory, but their actions pose a grave risk of atrocities of “the most serious nature,” the UN warned on Tuesday. 

Ilze Brands Kehris, the organization’s assistant secretary-general for human rights, urged all states to assess their arms sales or transfers “with a view to ending such support if this risks serious violations of international law.”

Speaking during a meeting of the Security Council to discuss the growing risk of famine in Gaza, she described the humanitarian and human rights situation for Palestinians across the battered enclave as “catastrophic.”

The meeting followed an alert issued at the weekend by the Integrated Food Security Phase Classification Famine Review Committee, which said there was “a strong likelihood that famine is imminent in areas within the northern Gaza Strip.” It called for the international community to act “in days, not weeks” to address this threat.

Figures verified by the UN Human Rights Office reveal that almost 70 percent of those killed in Gaza since the war began in October last year were children, mostly between the ages of 5 and 9 years old, or women. According to the Palestinian health ministry, the total death toll from the conflict stands at least 43,000 Palestinians, and more than 100,000 have been injured.

However, these figures are likely to be “a serious understatement,” Brands Kehris told the Security Council, because the bodies of many other victims are thought to be buried under rubble.

Nearly 1.9 million people in Gaza have been displaced, many of them repeatedly, including pregnant women, people with disabilities, the elderly and children, she said. Meanwhile, Israeli strikes on shelters and residential buildings continue to kill unconscionable numbers of civilians, she added: women, men, young and old.

“Attacks on so-called ‘safe zones’ prove that nowhere in Gaza is safe,” Brands Kehris said.

The destruction of Gaza’s civilian infrastructure by the Israeli military — including facilities that enjoy protected status under international law, such as hospitals, schools and vital services such as including power supplies, water and sewage — is directly contributing to the risk of famine, she added.

In addition, Israeli forces have killed hundreds of medical personnel, civilian police officers, journalists and humanitarian aid workers, including more than 220 UN staff, she said, and thousands of Palestinians have been taken from Gaza to Israel, usually shackled and blindfolded, where they are held incommunicado.

“Meanwhile, there is constant and continued interference with the entry and distribution of humanitarian assistance, which has fallen to some of the lowest levels in a year,” Brands Kehris added.

“The cumulative impact of more than a year of destruction in Gaza has taken an enormous toll. Basic services for Palestinians in Gaza, the fabric of society, have been decimated. Conditions of life, particularly in northern Gaza, are increasingly not fit for survival.

“This horrific possibility cannot be separated from the unrelenting attacks on the human rights of civilians there.”

Over the past five weeks, she said, Israeli strikes have resulted in massive civilian fatalities in northern Gaza, particularly among women, children, the elderly, the sick and people with disabilities, many of whom are reportedly “trapped by Israeli military restrictions and attacks on escape routes.”

She added: “The pattern and the frequency of these reported attacks suggest the systematic targeting of locations known, or which should have been known, as sheltering significant numbers of civilians, coupled with the continued use of weapons with wide-area effects in populated areas.

“The Israeli military has also conducted repeated attacks on the three major hospitals in the area and on other vital infrastructure, while unlawfully restricting the entry and distribution of humanitarian assistance to northern Gaza.”

Brands Kehris echoed a call by the high commissioner for human rights for an end to the war, the release of Israeli hostages, and the urgent delivery and distribution of humanitarian aid to Gaza “by all routes.”

There must also be “due reckoning” over allegations of serious violations of international law, she said, overseen by “credible and impartial judicial authorities.”

She added: “In line with the International Court of Justice’s advisory opinion and the General Assembly resolution, Israel must end its continued presence in the Occupied Palestinian Territory as rapidly as possible, allowing the Palestinian people to exercise their right to self-determination.”


Canadian women’s coach, two aides out after drone scandal

Canadian women’s coach, two aides out after drone scandal
Updated 13 November 2024

Canadian women’s coach, two aides out after drone scandal

Canadian women’s coach, two aides out after drone scandal

OTTAWA: Canadian women’s national team football coach Bev Priestman and two assistants suspended by FIFA over a drone scandal at the Paris Olympics will not be returning, Canada Soccer announced Tuesday.
A report released Tuesday by Canada Soccer detailed findings of an investigation into the using of drones to illegally film New Zealand practices at the Paris Olympics.
The report found Priestman and assistant coach Jasmine Mander “directed, approved and condoned the actions taken by” assistant coach Joey Lombardi to fly a drone over closed New Zealand practices ahead of Canada’s first match, a 2-1 victory over New Zealand.
The three Canadian coaches were sent home and banned for a year by FIFA, and a Canada Soccer statement Tuesday said the trio had effectively been fired.
“The three individuals currently suspended by FIFA will not be returning,” Canada Soccer said. “The search for a new head coach for the women’s national team will commence shortly.”
Drone footage was not viewed by players on the Canadian women’s squad, according to the report on the independent external investigation conducted by Sonia Regenbogen, a Toronto attorney.
The probe also found no evidence any surveillance was undertaken at the 2021 Tokyo Olympics, where the Canadian women captured a gold medal.
Potential violations of Canada Soccer’s ethics and conduct code by former Canadian men’s head coach John Herdman were identified and are being examined to see if a greater investigation is warranted.
The report found no substantiation of alleged drone use by the men’s team to film a rival’s practice at Copa America.
Canada Soccer chief executive officer Kevin Blue and president Peter Augruso were unaware of drone surveillance and did not condone such actions, according to the report.
The report said some staff and assistant coaches were uncomfortable with spying on opponents but did not feel they could challenge a head coach.
Canada Soccer’s board of directors is contractually mandating reporting unethical behavior and ethics training for coaches and staff members and creating an independent audit and compliance committee as a result of the report.
“The findings of the independent investigator reveal that the drone incident in Paris was a symptom of a past pattern of an unacceptable culture and insufficient oversight within the national teams,” Blue said.
“This is no longer part of our operations. In fact, the investigation findings strengthen our resolve to continue implementing changes that are needed to improve Canada Soccer, in all respects, and to do so with urgency.
“We are working to change Canada Soccer into a federation that Canadians trust and are proud of, and one that is not defined by unfortunate actions of the past.”
In a joint statement, Blue and Augruso said they are taking disciplinary steps that will be private but reinforce expected conduct with consideration for “specific facts and power dynamics of each situation” — calling it a time of reflection and a turning point.