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NoneBritish-Canadian computer scientist Geoffrey Hinton and co-laureate John Hopfield are set to receive the Nobel Prize for physics on Tuesday in Stockholm. The pair landed the accolade because they used physics to develop artificial neural networks, which help computers learn without having to program them. These networks form the foundation of machine learning, a computer science that relies on data and algorithms to help artificial intelligence mimic the human brain. Hinton and Hopfield's path to the Nobel began when Hopfield, who is now a professor emeritus at Princeton University, invented a network in 1982 that could store and reconstruct images in data. The Hopfield network uses associate memory, which humans use to remember what something looks like when it's not in front of them or to conjure up a word they know but seldom use. The network can mirror this process because it stores patterns and has a method for recreating them. When the network is given an incomplete or slightly distorted pattern, the method then searches for the stored pattern that is most similar to recreate data. This means if a computer was shown, for example, a photo of dog where only part of the animal was visible, it could use the network to piece together the missing part of the image and recognize it was depicting a dog. Hinton, who was working at Carnegie Mellon University in Pittsburgh in 1985, used the Hopfield network as the foundation for a new network he called the Boltzmann machine. Its name came from the nineteenth-century physicist Ludwig Boltzmann. The Boltzmann machine learns from examples, rather than instructions, and when trained, can recognize familiar characteristics in information, even if it has not seen that data before. The Royal Swedish Academy of Sciences, which gives out the Nobel, likens this to how humans may be able to identify someone as a relative of one of their friends, even if they've never met this person before, because of they share similar traits. The Boltzmann machine works in a similar way, classifying images or creating new examples based on the patterns it was trained on. This kind of technology can help suggest films or television shows based on a user's preferences and past viewing history The Hopfield network and Boltzmann machine are considered to have laid the groundwork for modern AI. Hinton, a professor emeritus at the University of Toronto, went on to win the A.M. Turing Award, known as the Nobel Prize of computing, with fellow Canadian Yoshua Bengio and American Yan LeCun in 2018. He is often called the godfather of AI. This report by The Canadian Press was first published Dec. 8, 2024. Tara Deschamps, The Canadian Press

DAMASCUS: Celebrations erupted around Syria and crowds ransacked President Bashar Al-Assad’s luxurious home on Sunday after Islamist-led rebels swept into Damascus and declared he had fled the country, in a spectacular end to five decades of Baath party rule. Assad’s key backer Russia said he had resigned from the presidency and left Syria. ”Assad and members of his family have arrived in Moscow,” a Kremlin source told the TASS and Ria Novosti news agencies. “Russia granted them asylum on humanitarian grounds,” he added..” Rebel factions aired a statement on Syrian state television, urging fighters and citizens to safeguard the “property of the free Syrian state”. State TV broadcast a message proclaiming the “victory of the great Syrian revolution”. The Islamist leader of Hayat Tahrir al-Sham group Abu Mohammed Al-Jolani said there was no room for turning back. “The future is ours,” Jolani said in a statement read on state TV after his forces took over Damascus. Jolani, now using his real name Ahmed Al-Sharaa, later visited Damascus’s landmark Umayyad Mosque, as crowds greeted him with smiles and embraces. AFPTV footage showed a column of smoke rising from central Damascus, and AFP correspondents in the city saw dozens of men, women and children wandering through Assad’s home after it had been looted. The rooms of the residence had been left completely empty, save some furniture and a portrait of Assad discarded on the floor, while an entrance hall at the presidential palace not far away had been torched. “I can’t believe I’m living this moment,” tearful Damascus resident Amer Batha told AFP by phone. “We’ve been waiting a long time for this day,” he said, adding: “We are starting a new history for Syria.” Assad’s departure comes less than two weeks after HTS challenged more than five decades of Assad family rule with a lightning offensive. “After 50 years of oppression under Baath rule, and 13 years of crimes and tyranny and displacement... we announce today the end of this dark period and the start of a new era for Syria,” the rebel factions said on Telegram. While there has been no communication from Assad or his entourage on his whereabouts, Prime Minister Mohammed Al-Jalali said he was ready to cooperate with “any leadership chosen by the Syrian people”. The head of war monitor the Syrian Observatory for Human Rights, Rami Abdel Rahman, told AFP: “Assad left Syria via Damascus international airport before the army security forces left” the facility. UN war crimes investigators on Sunday described Assad’s fall as a “historic new beginning” for Syrians, urging those taking charge to ensure the “atrocities” committed under his rule are not repeated. The rapid developments came just hours after HTS said it had captured the strategic city of Homs. Homs was the third major city seized by the rebels, who began their advance on Nov 27. US President Joe Biden was keeping a close eye on the “extraordinary events” unfolding in Syria, the White House said. US president-elect Donald Trump said that Assad had “fled his country” after losing Russia’s backing. Before Sunday’s announcements, residents had described to AFP a state of panic in Damascus, but morning saw chants and cheering, with celebratory gunfire and shouts of “Syria is ours and not the Assad family’s”. At the dawn call to prayer, some mosques broadcast religious chants usually reserved for festive occasions, while also urging residents to stay at home. On Sunday afternoon the rebels announced a curfew in the capital until 5:00 am (0200 GMT) Monday. The commander of Syria’s US-backed, Kurdish-led Syrian Democratic Forces (SDF), which controls much of northeast Syria, hailed as “historic” the fall of Assad’s “authoritarian regime”. The Observatory on Sunday said the Zionist entity struck Syrian army weapons depots Sunday on the outskirts of Damascus. Assad’s rule had for years been supported by Lebanese group Hezbollah, whose forces “vacated their positions around Damascus”, a source close to the group said Sunday. Zionist Prime Minister Benjamin Netanyahu said the overthrow of Assad was a “historic day in the... Middle East” and the fall of a “central link in Iran’s axis of evil”. “This is a direct result of the blows we have inflicted on Iran and Hezbollah, Assad’s main supporters,” he added. Netanyahu earlier said he had ordered the Zionist military to “seize” a demilitarized buffer zone on the border with Syria. He said a 50-year-old “disengagement agreement” between the two countries had collapsed and “Syrian forces have abandoned their positions”. The announcement, which Netanyahu made while visiting the Zionist-occupied Golan Heights which abut the buffer zone, came after the military said it had deployed forces to the area. The UN envoy for Syria said the country was at “a watershed moment”, while Turkey, which has historically backed the opposition, called for a “smooth transition”. Iran, a key backer of Assad throughout the civil war, said it expected “friendly” ties with Syria to continue, even as its embassy in Damascus was vandalized. An AFP photographer saw ransacked offices, with shattered glass on the floor and broken furniture in the building in Damascus’s upscale Mazzeh area, also home to other embassies and United Nations offices. People loaded looted items onto trucks outside, the photographer said. A senior United Arab Emirates official urged Syrians on Sunday to collaborate to avert chaos. “We hope that the Syrians will work together, that we don’t just see another episode of impending chaos,” presidential adviser Anwar Gargash said at the Manama Dialogue in Bahrain. Following speculation about Assad’s whereabouts, Gargash refused to confirm or deny speculation he would take shelter in the UAE. “When people ask, ‘where is Bashar Al-Assad going to?’, this is really at the end of the day a footnote in history,” he told the forum. “I don’t think it’s important. As I said, ultimately this is a footnote really to bigger events,” the Emirati official added when pressed on the question by journalists. Gargash blamed Assad’s downfall on a failure of politics and said he had not used the “lifeline” offered to him by various Arab countries before, including the UAE. Since the start of the rebel offensive, at least 826 people, mostly combatants but also including 111 civilians, have been killed, the Observatory said. Syria’s war killed more than 500,000 people, and forced half of the population to flee their homes. “I can barely remember Syria,” said Reda Al-Khedr, who was only five years old when he and his mother escaped Syria’s Homs in 2014. “But now we’re going to go home to a liberated Syria,” he told AFP in Cairo. – AgenciesSenior Army official says enhanced training initiatives underway to attract talented personnelAdvertising Revenue Powers Alphabet's Earnings, but Here's Why You'll Really Want to Buy the Stock Now

NASHVILLE, Tenn (AP) — Nico Iamaleava threw for 257 yards and four touchdowns rallying No. 7 Tennessee from a 14-point deficit within the first five minutes to rout in-state rival Vanderbilt 36-23 Saturday. “Man, it couldn't have started any worse,” Tennessee coach Josh Heupel told his Vols postgame . “And you know what? Competitive composure ... You just kept coming. That's what elite people, champions do. You just keep coming.” Javascript is required for you to be able to read premium content. Please enable it in your browser settings.

Rabada unlikely batting star as South Africa edge Pakistan in thriller

With 2024 drawing to a close and 2025 just around the corner, it's not a bad idea to start taking stock of how the year has turned out and to ponder what next year might be like. The fact of the matter Crude Value Insights offers you an investing service and community focused on oil and natural gas. We focus on cash flow and the companies that generate it, leading to value and growth prospects with real potential. Subscribers get to use a 50+ stock model account, in-depth cash flow analyses of E&P firms, and live chat discussion of the sector. Sign up today for your two-week free tria l and get a new lease on oil & gas! Daniel is an avid and active professional investor. Analyst’s Disclosure: I/we have no stock, option or similar derivative position in any of the companies mentioned, and no plans to initiate any such positions within the next 72 hours. I wrote this article myself, and it expresses my own opinions. I am not receiving compensation for it (other than from Seeking Alpha). I have no business relationship with any company whose stock is mentioned in this article. Seeking Alpha's Disclosure: Past performance is no guarantee of future results. No recommendation or advice is being given as to whether any investment is suitable for a particular investor. Any views or opinions expressed above may not reflect those of Seeking Alpha as a whole. Seeking Alpha is not a licensed securities dealer, broker or US investment adviser or investment bank. Our analysts are third party authors that include both professional investors and individual investors who may not be licensed or certified by any institute or regulatory body.Nutanix Reports First Quarter Fiscal 2025 Financial ResultsUnderstanding the science behind Hinton and Hopfield's Nobel Prize in physics

179 killed as Jeju aircraft landing gear malfunctioned; two rescued A Jeju Air plane carrying 181 people from Thailand to South Korea crashed on arrival on Sunday (December 29, 2024) , smashing into a barrier and bursting into flames, leaving all but two feared dead. A bird strike was cited by authorities as the likely cause of the crash — the worst ever aviation disaster on South Korean soil — which flung passengers out of the plane and left it “almost completely destroyed”, according to fire officials. A total of 179 people were killed the plane crash in South Korea, the country’s fire agency said as it announced a final toll from the disaster. “Of the 179 dead, 65 have been identified,” the fire agency said of the crash at Muan International Airport, which two members of the crew survived. SA vs PAK first Test: South Africa wins thriller against Pakistan, books WTC final spot Fast bowlers Kagiso Rabada and Marco Jansen turned batting heroes on Sunday (December 29, 2024) as South Africa edged Pakistan by two wickets to win a thrilling first test at Centurion and book themselves a place in next year’s World Test Championship final. Rabada scored 31 and Jansen 16 in an unbeaten partnership of 51 off 50 balls to see South Africa over the line and deny Pakistan a dramatic comeback victory after Mohammed Abbas took six wickets as he shredded through the home batting order. The test had a finish more like that of a Twenty20 match as the tailenders delivered success after South Africa had slumped dramatically before lunch and seen Pakistan on the verge of success. Azerbaijan accuses Russia of trying to hide causes of plane crash; says the plane was shot from Russia Azerbaijan’s President Ilham Aliyev on Sunday (December 29, 202) said the Azerbaijan Airlines jet that crashed this week was shot at from Russia and called for Moscow to admit “guilt” in the disaster. He said the jet which crashed this week, killing 38 of the 67 people onboard, was hit “by accident” by Russia. On Saturday (December 28, 2024), Russian President Vladimir Putin apologised for the crash but stopped short of accepting that it might have been hit by Russian fire. Koneru Humpy is World rapid champion Koneru Humpy regained the women’s World rapid chess championship after a gap of five years on Sunday (December 29, 2024). The 37-year-old from Vijayawada finished with 8.5 points after beating Indonesia’s Irene Sukandar in the final round in New York. The win helped Humpy move ahead of the other six joint leaders, including compatriot D. Harika, who had to settle for fifth place. Among other Indian women, Divya Deshmukh (seven points) finished 21st, Padmini Rout (6.5) was 26th, R. Vaishali (5.5) 52nd and Vantika Agrawal (five) 67th. Former PM Manmohan Singh’s ashes immersed at Astha Ghat in Delhi The ashes of former Prime Minister Manmohan Singh have been immersed at the Yamuna Ghat near the Gurdwara Majnu Ka Tila Sahib in Delhi, a day after he was cremated with full State honours at Nigambodh Ghat. The family of the late Dr Manmohan Singh will perform rituals at the Gurudwara including Shabad Kirtan (musical recitation of the Guru Granth Sahib), Paath (recitation of Gurbani) and Ardas . Impeached South Korean president defies summons third time in a row South Korea’s suspended President Yoon Suk Yeol refused a summons to appear for questioning on Sunday (December 29, 2024), the third time he has defied investigators’ demands in two weeks. Investigators probing Yoon had ordered him to appear for questioning at 10 am (GMT 0100) on Sunday, a demand he rejected. Yoon, a former prosecutor, also failed to attend a hearing he was summoned to last Wednesday, giving no explanation for his absence. Boy who fell into borewell in Madhya Pradesh’s Guna dies “A 10-year-old boy, who fell into a 140-feet borewell in Madhya Pradesh’s Guna district, lost the battle for life despite hectic efforts by multiple agencies for 16 hours to save him,” officials said on Sunday (December 29, 2024). The boy, Sumit Meena, slipped into the open shaft of the borewell at around 5 p.m. on Saturday (December 28, 2024) in Pipliya village under Raghogarh assembly segment, located 50 km from the Guna district headquarters. Outgoing Kerala Governor Arif Mohammad Khan bids adieu to the State after a five-year politically tumultuous tenure Outgoing Kerala Governor Arif Mohammad Khan, who often broke the conventionalities of the gubernatorial office by recurrently adopting an arguably combative stance against the Left Democratic Front (LDF) government, left student unions and the Communist Party of India (Marxist) [CPI(M)] during his five-year politically tumultuous tenure, left the State on Sunday (December 29, 2024) to assume charge as the new Governor of Bihar. Mobbed by journalists at the Thiruvananthapuram airport, Mr. Khan refused to stir further controversy by declining to hold forth on why the State government had not accorded him a ceremonial farewell with Chief Minister Pinarayi Vijayan, his cabinet colleagues and opposition figures in attendance. Internet shut down 60 times in 2024, fewer than last year India saw the fewest number of mobile internet shutdowns in eight years in 2024 , rounding out a period where the country became the most frequent deployer in the world of the measure, according to data from the Internet Shutdowns Tracker maintained by the Software Freedom Law Centre, India. The reduction — there have been 60 shutdowns so far this year, with 96 last year — comes with fewer shutdowns imposed in Manipur and Jammu and Kashmir, where administrations have imposed a disproportionately high number of curbs in past years. Ind vs Aus 4th Test Day 4: Australia extend lead to 333 against India at stumps A genius, high on speed and tempered with sense, largely owned a Sunday under Melbourne’s deep blue skies . Jasprit Bumrah’s inroads into Australia’s second innings and the host’s gritty lower-order resistance left the fourth Test poised on the razor’s edge. At close on the fourth day, Australia posted 228 for nine in its second innings and has an overall lead of 333. The last-wicket pair of Nathan Lyon and Scott Boland resisted all that the visitors flung at them and frustrated Rohit Sharma’s men. After India finished its first innings at 369 in the morning with centurion Nitish Kumar (114) being the last man to be dismissed, Australia had the task of converting the 105-run lead into a challenging target. Bumrah, though, had other ideas and relentlessly probed around the stumps. How Composite Skill Labs help bridge education and practical skills Education is evolving at breakneck speed, with rapid technological innovations playing an increasingly critical role in the learning process. The traditional approach, which relies heavily on theoretical learning and rote memorisation, is no longer enough to meet the needs of students who are preparing for a future shaped by rapid technological advancements and a constantly evolving job market. Recognising this, the Central Board of Secondary Education (CBSE) has introduced Composite Skill Labs (CSLs), an initiative that emphasises practical skills, critical thinking, and a more personalised approach to learning. While conventional schooling provides a solid foundation in academic subjects, it often doesn’t fully prepare students for the challenges of the real world. CSLs aim to fill this gap by blending classroom learning with practical, hands-on experiences that help students understand what they are learning and apply it in meaningful ways. Delhi polls: AAP MP Sanjay Singh alleges BJP trying to get his wife’s vote deleted AAP Rajya Sabha MP Sanjay Singh on Sunday (December 29, 2024) alleged that the BJP was trying to get his wife’s name deleted from the voters list of the New Delhi Assembly constituency ahead of the polls in February. Addressing a press conference, the senior AAP leader accompanied by his wife Anita Singh alleged that the BJP was trying to delete the names of Purvanchali people settled in Delhi. PM remembers Raj Kapoor, Mohd Rafi, ANR, Tapan Sinha in 2024’s last ‘Mann Ki Baat’ address Prime Minister Narendra Modi on Sunday (December 29, 2024) remembered four icons of Indian cinema — Raj Kapoor, Mohammed Rafi, Akkineni Nageswara Rao, and Tapan Sinha — during their birth centenary year in his final Mann Ki Baat address of 2024. Speaking in his monthly radio broadcast, the Prime Minister said: “In 2024, we are celebrating the birth centenary of several film personalities who were instrumental in bringing global recognition to the country. The lives of these personalities are a source of inspiration for our film industry.” “Through his films, Raj Kapoor ji made the world aware of India’s soft power,” Mr. Modi noted. It’s a great program: Trump appears to side with Musk in H-1B visa row President-elect Donald Trump appears to be siding with Elon Musk and his other backers in the tech industry as a dispute over immigration visas has divided his supporters. Mr. Trump, in an interview with the New York Post on Saturday (December 28, 2024), praised the use of visas to bring skilled foreign workers to the U.S. The topic has become a flashpoint within his conservative base. Published - December 29, 2024 06:30 pm IST Copy link Email Facebook Twitter Telegram LinkedIn WhatsApp Reddit

STATE COLLEGE, Pa. (AP) — Penn State players have watched Ashton Jeanty make opponents look silly all season. They don't want to be the next defenders Boise State’s star posterizes with jukes, spin moves, stiff arms and heavy shoulders. But they also know that slowing down Jeanty, who finished second in Heisman Trophy voting , will be their toughest task yet when the two teams meet in the College Football Playoff quarterfinal Fiesta Bowl on Dec. 31. “In any other year, I think the guy wins the Heisman,” Penn State coach James Franklin said. “You could make the argument that he should have won it this year. He is hard to tackle. He is compact, 5-(foot)-10, he has the ability to run away from you. He has the ability to make you miss.” Jeanty led the nation with 2,497 rushing yards on 344 carries this season. He scored more touchdowns (30) than any player since Najee Harris scored 30 times with Alabama in 2020. Additionally, Jeanty’s yards after contact (1,889) exceed every FBS running backs’ rushing total since Oklahoma State’s Chuba Hubbard led the NCAA with 2,094 total rushing yards in 2019. Jeanty also forced an NCAA-record 143 missed tackles this season. The junior did it all behind an offensive line that has been forced to shuffle its parts in the wake of numerous injuries. Only left tackle Kage Casey and left guard Ben Dooley have started every game up front for the Broncos this season. “He’s a beast in terms of his production on the field, but then also his durability,” Franklin said. “There’s not too many people that are able to get clean shots on him. All of it is super impressive. But I think the stat that I mentioned earlier, the most impressive stat is the yards after contact.” This could be Jeanty’s biggest challenge to date, too. Although he’s helped Boise State churn out 250 rushing yards per game, good for fifth among FBS programs, the Nittany Lions are well stocked to defend the run. Their defense is seventh nationally allowing just 100 rushing yards per game and has tightened up down the stretch. In its last six games, Penn State is allowing just 2.7 yards per rush and has only given up three rushing touchdowns, two coming in the Big Ten championship game against No. 1 Oregon. “They’ve had our backs throughout the whole year,” Penn State quarterback Drew Allar said. “They have made me a lot better throughout the year, just going against the best defense in America and just glad I got to go against them every day in practice and not against them out on the field in a game setting.” In the opening round of the CFP, Penn State held SMU to just 58 rushing yards on 36 carries. Meanwhile, the Nittany Lions notched 11 of their 50 tackles for loss over the last six games against the Mustangs. Most of those came from a defensive line that regularly rotates run-stuffing tackles Zane Durant, Dvon J-Thomas and Coziah Izzard between dynamic ends Abdul Carter and Dani Dennis-Sutton. Carter alone has 21 1/2 of his team’s 102 stops behind the line of scrimmage this year. He's hoping to add a few against Jeanty and stay off the star back's own long-running highlight reel. “I’m living in my dreams,” Carter said. “I’m having the most fun I ever had playing football and I’ve been playing since I was 8 years old. I’m very blessed. I’m just very humbled to have this opportunity. I just want to keep taking advantage of all the opportunities that I have.” Get poll alerts and updates on the AP Top 25 throughout the season. Sign up here . AP college football: https://apnews.com/hub/ap-top-25-college-football-poll and https://apnews.com/hub/college-footballSCOTTSDALE, Ariz. — Even when Penn State quarterback Drew Allar gets some praise, it's usually a backhanded compliment. They say he's a good game manager and stays within himself, or that he doesn't try to do too much. They mention he might not be flashy, but he gives the team a chance to win. And here's the thing about Penn State since Allar stepped under center: The Nittany Lions have won games. A lot of them. Sometimes that's hard to remember considering the lukewarm reception he often gets from fans. "I get it — we have a really passionate fan base and they're a huge part of our success," Allar said Sunday at College Football Playoff quarterfinals media day. "For us, we always want to go out there every drive and end with a touchdown, so when we don't do that, there's nobody more frustrated than us." The polarizing Allar is having a solid season by just about any standard, completing more than 68% of his passes for 3,021 yards, 21 touchdowns and seven interceptions while leading the sixth-seeded Nittany Lions to a 12-2 record and a spot in the Fiesta Bowl for Tuesday's game against No. 3 seed Boise State. People are also reading... But in a college football world filled with high-scoring, explosive offenses, Allar's no-frills performances often are the object of ire. The Penn State offense is a run-first bunch, led by the talented combo of Nicholas Singleton and Kaytron Allen. "If we had a nickel for every time there was a Monday morning quarterback saying some BS stuff, we'd all be pretty rich," offensive coordinator Andy Kotelnicki said. "I think part of being a quarterback, especially at Penn State but really anywhere, is how you respond to and manage criticism." The 20-year-old Allar has made strides in that department after a trying 2023 season that finished with a 10-3 record. He says that's largely because once fall camp started back in August, he logged off the social media platform X. Allar said negative online experiences wore on him last year, and his phone number was leaked a few times, which added to the stress. He finally realized that controlling outside narratives was impossible, so the best course of action was to eliminate a needless distraction. "I've been more mentally free, as much as that sounds crazy," Allar said. "I think that's been a huge difference for me this year." The biggest criticism of Allar — and really Penn State as a whole during the 11-year James Franklin era — is that he isn't capable of winning the big games. He's 0-2 against rival Ohio State and threw a late interception against Oregon in the Big Ten title game earlier this month, which sealed the Ducks' 45-37 victory. He wasn't great in the CFP's first round, either, completing just 13 of 22 passes for 127 yards as Penn State muscled past SMU 38-10 on a cold, blustery day to advance to the Fiesta Bowl. But the quarterback is confident a better performance — aided by a game that will be played in comfortable temperatures in a domed stadium — is coming. "For me, I just have to execute those (easy) throws early in the game and get our guys into rhythm," Allar said. "Get them involved early as much as I can and that allows us to stay on the field longer, call more plays and open up our offense more. That will help us a ton, building the momentum throughout the game." Allar might be a favorite punching bag for a section of the Penn State fan base, but that's not the case in his own locker room. Star tight end Tyler Warren praised his quarterback's ability to avoid sacks, saying that the 6-foot-5, 238-pounder brings a toughness that resonates with teammates. "He's a football player," Warren said. "He plays quarterback, but when you watch him play and the energy he brings and the way he runs the ball, he's just a football player and that fires up our offense." Now Allar and Penn State have a chance to silence critics who say that the Nittany Lions don't show up in big games. Not that he's worried about what other people think. "I think it's a skill at the end of the day — blocking out the outside noise," Allar said. "Focusing on you and the process and being honest with yourself, both good and bad." Be the first to know Get local news delivered to your inbox!