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IOE 899: High-dimensional Optimization with Applications to Compute-Optimal Neural Scaling Laws (November 14, 2024 3:00pm)

Event Begins: Thursday, November 14, 2024 3:00pm
Location: Industrial and Operations Engineering Building
Organized By: Industrial & Operations Engineering


About the speaker: Courtney Paquette is an assistant professor at McGill University and a CIFAR Canada AI chair, MILA. She was awarded a Sloan Research Fellowship in Computer Science in 2024. Paquette’s research broadly focuses on designing and analyzing algorithms for large-scale optimization problems, motivated by applications in data science. She is also interested in scaling limits of stochastic learning algorithms. She received her PhD from the mathematics department at the University of Washington (2017), held postdoctoral positions at Lehigh University (2017-2018) and the University of Waterloo (NSF postdoctoral fellowship, 2018-2019), and works 20% as a research scientist at Google DeepMind, Montreal.


Abstract: Given the massive scale of modern ML models, we now only get a single shot to train them effectively. This restricts our ability to test multiple architectures and hyper-parameter configurations. Instead, we need to understand how these models scale, allowing us to experiment with smaller problems and then apply those insights to larger-scale models. In this talk, I will present a framework for analyzing scaling laws in stochastic learning algorithms using a power-law random features model, leveraging high-dimensional probability and random matrix theory. I will then use this scaling law to address the compute-optimal question: How should we choose model size and hyper-parameters to achieve the best possible performance in the most compute-efficient manner?




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BleepingComputer: Microsoft November 2024 Patch Tuesday fixes 4 zero-days, 89 flaws




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UCHealth to pay $23 million to settle federal lawsuit over billing fraud allegations

UCHealth will pay $23 million to settle a federal lawsuit alleging the hospital system fraudulently coded emergency room visits submitted to Medicare and the military health insurance program TRICARE.




laws

Shell’s successful appeal will not end climate lawsuits against firms, say experts

Dutch appeal court ruled in favour of oil and gas company over judgment telling it to limit emissions A court ruling in favour of Shell does not spell the end of climate litigation against companies, legal experts have said. The oil and gas company celebrated on Tuesday when it won an appeal…




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Some Supreme Court justices scrutinized Nvidia's attempt to dodge a securities fraud lawsuit

Nvidia, the AI-chip giant, petitioned the nation's highest court after a lower court permitted a 2018 class action lawsuit to move ahead.




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Matt Gaetz has a history of going after Big Tech. As Trump's attorney general, he'd be tasked with enforcing antitrust laws.

Matt Gaetz has railed against Big Tech companies. If he becomes Trump's attorney general, he'd have legal power to act on his complaints.




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US Supreme Court to hear bid by Nvidia to appeal securities fraud lawsuit

The U.S. Supreme Court will hear arguments in Nvidia’s bid to appeal a securities fraud lawsuit today, just days after… Continue reading US Supreme Court to hear bid by Nvidia to appeal securities fraud lawsuit

The post US Supreme Court to hear bid by Nvidia to appeal securities fraud lawsuit appeared first on ReadWrite.




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Psychologist alleges wrongful dismissal by U of Manitoba, Shared Health after she filed complaint: lawsuit

A clinical psychologist hired to teach students and care for sick kids is suing the University of Manitoba and Shared Health, alleging she was fired without cause after issuing a complaint. 



  • News/Canada/Manitoba

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Q&A: What new right to repair laws mean for Canadians with products in need of a fix

New changes to Canada's Copyright Act are aimed at making it easier for people and independent repair technicians to fix the products they own. Afternoon Drive spoke with Alissa Centivany, an assistant professor at Western University and right to repair expert, who helped advise on the new legislation.



  • News/Canada/London

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AirPods Pro crackling issue target of new class-action lawsuit

A class-action lawsuit is accusing Apple of false advertising, claiming the crackling issue of the first-gen AirPods Pro go against Apple's marketing promises.


AirPods Pro

Filed on November 1 in the United States District Court for the Northern District of California, the proposed class action lawsuit titled "LaBella et al v. Apple" claims that Apple was incorrect in marketing the high-quality audio of the AirPods Pro. Across 51 pages, the lawsuit alleges that the audio issues of the personal audio accessories go directly against the quality claims.

The lawsuit, first reported by ClassAction.org, discusses how consumers complained about audio problems when using the AirPods Pro within months of release. The issues were significant enough for Apple to launch a service program for affected units made before October 2020.


Continue Reading on AppleInsider | Discuss on our Forums




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North West businessman and his company fined for fraud and contravening tax laws




laws

China, Philippines spar over new maritime laws, baseline drawings in South China Sea

The move follows China's definition on Sunday of the baseline for "territorial waters" around the shoal, which Beijing claims as Huangyan Island




laws

Online Child Privacy Laws a Step Closer

Two proposed laws to boost online privacy and security for children have received widespread backing in the Senate. Whether the measures will make it into law remains unclear. The laws are the Kids Online Safety Act (KOSA) and the Children and Teen's Online Privacy Protection Act (COPPA 2.0). They've now been combined into a single package for administrative and voting purposes. 86 Senators agreed the laws should be considered by the Senate while just one voted against. That means they will go to a final approval vote after further discussion. (Source: ctmirror.org ) Greater Parental Controls ... (view more)




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Outlaws CT

Outlaws CT by Kadir Nelson is a(n) Limited Edition. The Edition is Limited to Limited Edition of 500 pcs




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Outlaws Outlaws

Outlaws Outlaws by Kadir Nelson is a(n) Limited Edition. The Edition is Limited to Limited Edition pcs




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Outlaws Artist Proof

Outlaws Artist Proof by Kadir Nelson is a(n) Limited Edition. The Edition is Limited to Limited Edition of 50 pcs




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Zymo Research Fights Back Against Qiagen's Lawsuit, Asserts Antitrust Violations and Attempts to Stifle Innovation

Zymo Research Corporation (Zymo Research), a leader in innovative life science solutions, announced today that it has filed claims in the United District Court for the Central District of California against Qiagen GmbH (Qiagen) alleging that Qiagen has engaged in antitrust violations and improperly interfered with Zymo Research's contractual relations.




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Dear, Beatrice, what we had was great, but the cello loves me more and has nicer in-laws.




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Wolfspeed lawsuit claims scientists took trade secrets to competitor

Durham manufacturer Wolfspeed is suing a pair of former longtime employees.




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Lawsuit Case: 276 Dominic Jermano -Vs- Nanning City Municipal Court

Lawsuit Case: 276

Dominic Jermano -Vs- Nanning City Municipal Court

November 27,...




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Lawsuit Filed By Mayor Law On Behalf of an Oregon Man Hit By an Ambulance Then Charged For The Transport To The Hospital

William Hoesch Was Riding His Bicycle When He Was Struck By the Ambulance in 2022




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Wikipedia: Robin Hood - Robin Hood was a heroic outlaw in English folklore - A highly skilled archer and swordsman, he is known for "robbing from the rich and giving to the poor" assisted by a group of fellow outlaws known as his "Merry Men

There are a number of theories that attempt to identify a historical Robin Hood. A difficulty with any such historical search is that "Robert" was in medieval England a very common given name, and "Robin" (or Robyn), especially in the 13th century, was its very common diminutive. The surname "Hood" (or Hude or Hode etc.), referring ultimately to the head-covering, was also fairly common. Unsurprisingly, therefore, there are a number of people called "Robert Hood" or "Robin Hood" to be found in medieval records. Some of them are on record for having fallen afoul of the law, but this is not necessarily significant to the legend. The early ballads give a number of possible historical clues: notably, the Gest names the reigning king as "Edward", but the ballads cannot be assumed to be reliable in such details. For whatever it may be worth, however, King Edward I took the throne in 1272, and an Edward remained on the throne until the death of Edward III in 1377. On the other hand, what appears to be the first known example of "Robin Hood" as stock name for an outlaw dates to 1262 in Berkshire, where the surname "Robehod" was applied to a man after he had been outlawed, and apparently because he had been outlawed. This could suggest two main possibilities: either that an early form of the Robin Hood legend was already well established in the mid 13th century; or alternatively that the name "Robin Hood" preceded the outlaw hero that we know; so that the "Robin Hood" of legend was so called because that was seen as an appropriate name for an outlaw. It has long been suggested, notably by John Maddicott, that "Robin Hood" was a stock alias used by thieves.



  • Christian Church History Study
  • 2. 313 A.D. to 1521 A.D. - Revised Rome and the Holy Roman Empire

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Teller Law Helps the U.S. Government Recover $430K in Qui Tam Lawsuit

BidBuy accused of undervaluing light trucks imported from Canada in order to avoid higher import duties.




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Racial Harassment/Discrimination Lawsuit Filed Against Sweetwater Union High School District

A California African-American female high school teacher was subjected to a "hostile, offensive, oppressive, [and] intimidating work environment," including multiple instances of the "n-word," for years.




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First Amendment Lawsuit Brought Against City of San Diego for Rights Infringed by 100+ Year Old Law

Local artist was ticketed, tried, convicted, and fined under an outdated law after calling law enforcement "bullies" in Balboa Park within the City of San Diego.




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Ninth Circuit Rules that Enigma Software can Proceed with its Lawsuit Against Malwarebytes for Anticompetitive Practices that Harm Consumers & Enigma Software

Court revives Enigma's lawsuit against Malwarebytes. Court rules immunity protection under Section 230 of CDA is "not limitless."




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Paris Commercial Court Rules Enigma Software Group USA, LLC and EnigmaSoft Limited can Prosecute their Lawsuit Against Malwarebytes

Paris Commercial Court rules Enigma companies can proceed with their lawsuit claims against Malwarebytes for harm caused to French consumers and Enigma companies.




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Ninth Circuit Denies Malwarebytes' Petition for Rehearing - Court Rules Enigma Software can Proceed with its Lawsuit Against Malwarebytes for Anticompetitive Practices

Ninth Circuit rules against Malwarebytes in Enigma Software's lawsuit for claims of unfair trade practices. Ninth Circuit denies Malwarebytes petition for rehearing and orders that no further petitions will be entertained. Enigma Software is permitted to proceed with its lawsuit against Malwarebytes.




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Small Businesses Hurt By Change to Overtime Laws

President Obama told the Labor Department to come up with new overtime rules that would make more workers eligible for time and a half pay for their extra hours of work.

The rules are aimed at salaried workers who make more than $455 a week and are ineligible for overtime because they hold a manager or supervisor position.

Ty Spatta started his own painting business 20 years ago.  He enjoys being a small business owner, but gets frustrated when he hears the government wants to step in and make businesses pay employees more.

complete article

The AFL-CIO is applauding the anticipated move, saying the proposal could help raise wages and create jobs. Business groups, however, say it would be a job killer.

complete article




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LXer: Critical Linux CUPS Printing System Flaws Could Allow Remote Command Execution

Published at LXer: A new set of security vulnerabilities has been disclosed in the OpenPrinting Common Unix Printing System (CUPS) on Linux systems that could permit remote command execution under...



  • Syndicated Linux News

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Understanding the Recent NAR Commissions Lawsuit: A Realtor’s Perspective

The recent lawsuit involving the National Association of Realtors (NAR) and subsequent news coverage have sparked significant discussion within the Realtor community. I’d like to take this opportunity to share my perspective on the home buying and selling process, how Realtors are compensated, and the concept of ‘Uncompensated Effort.’ Realtors earn what is known as a ‘Success Fee.’ Essentially, we provide all our services for free until the transaction is closed and funded, at which point we receive a commission. Efforts that do not result in a closing are what I call ‘Uncompensated Effort.’ Every Realtor incurs this overhead, and it’s an integral part of a system that benefits consumers. Both buyers and sellers appreciate this system because it allows them to access services at no cost, even if they never purchase a home or their property doesn’t sell. For example, a buyer might contact an Austin Realtor based on ... Read more




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Filing A Mesothelioma Lawsuit

by: MesotheliomaFirms.comMesothelioma is a deadly cancer that is caused by exposure to asbestos fibers, and this cancer can reduce lifespan to a matter of months from the onset of symptoms. Over recent years, the number of mesothelioma cases coming to light has risen quite dramatically, and in line with this, the number of mesothelioma lawsuits being filed has also increased. Because mesothelioma




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Florida DUI Laws And Lawyers

Whenever a person is charged for DUI (Driving under the influence) is considered as a serious offence and can lead to life-changing consequences depending upon the state laws.




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Updated my Everaldo Kids theme for Claws Mail.

As of Claws Mail 3.4.0 it supports png themes, therefore all the xpm files were replaced with png files. Get it from the Claws Mail themes download page or from allroy.de.




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Nigeria: What Do Nigerian Laws Say About Prosecution of Underage Children?

[Premium Times] A PREMIUM TIMES review of the relevant Nigerian laws and speaking with lawyers reveal a series of legal violations in the recent trial of minors arrested in connection with the #EndBadGovernance protest.




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The Best and the Worst of Credit Freeze Laws

January 31, 2006 – In the new year, a variety of state legislatures continue to debate credit freeze law. Among these are states, on opposite sides of the country are working on unique credit freeze solutions. One of them is probably the best credit freeze law proposed in any state. The other is dumbest credit freeze proposal that we have ever seen.




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Homeowners Need to Update Insurance Prior to New Bankruptcy Laws Taking Effect

On October 17th a new bankruptcy law goes into effect across the United States. While Congress claimed that the purpose of the law was to crack down on deadbeats, it is apparent that little or no thought went into how the law treats victims of circumstances that are beyond their control. ACCESS has made note on a number of occasions that this group is largely made up of people who lose their jobs and those that lose their medical coverage and then get hit with catastrophic medical bills. But there is another category of people who may wind up getting hit just as hard unless they are truly prepared; homeowners who become victims of natural or manmade disasters.




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Riot Games to pay $100m to settle gender discrimination lawsuit

Riot Games has agreed to pay $100 million as a settlement in a 2018 lawsuit based on gender discrimination.




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Star Wars Outlaws



  • PC Gaming & Hardware

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Flaws of the Fifties

Frederica examines a few of the differences between her parents' generation and her own.




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Does F1 play the wrong anthem when McLaren win? Lawson is only half-right | Comment

Liam Lawson is unhappy the British national anthem is played when McLaren win. But would the New Zealand anthem really be more correct?




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Eliminate laws that stifle innovation

Whitmer should take her own advice and stop blocking new ideas




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MEDC Releases Documents After Lawsuit

Michigan Rising and Mackinac Center sued MEDC over FOIA delays




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Electronic disciplinary violations and methods of proof in Jordanian and Egyptian laws

The use of electronic means of a public official in carrying out their duties may lead to an instance wherein the person discloses confidential information, which can significantly impact their obligations. After verifying this act as part of electronic misconduct, disciplinary action is enforced upon the concerned party to rectify and ensure proper functioning in delivering public services without any disturbance or infringement. The study presents several significant findings regarding the absence of comparative regulations concerning electronic violations and their judicial evidence. It provides recommendations such as modifying legislative frameworks to enhance public utility disciplinary systems and incorporating rules for electric violations. The fundamental focus revolves around assessing, verifying, and punishing digital misconduct by management or regulatory bodies. Additionally, this research employs descriptive-analytical methods comparing the Jordanian Law with its Egyptian counterpart in exploring these issues.




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Outcry as India books Kashmiri father seeking son’s body under anti-terror laws

Mushtaq Ahmed and six others, including his two brothers, were charged under India's harsh laws last week




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Catholic Woman Awarded $12.7 Million in Religious Discrimination Lawsuit Over COVID Vaccine

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Item added to the database: 6532688 Cataclaws

A new item has been added to the database: 6532688 Cataclaws.

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Silica lawsuit ‘close to a resolution,’ Acosta tells House committee

Washington – A consolidated lawsuit against OSHA’s respirable crystalline silica final rule is “close to a resolution,” Secretary of Labor R. Alexander Acosta said Nov. 15 during his first appearance before the House Education and the Workforce Committee.




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Fire service groups urge drivers to follow ‘move over’ laws

Chantilly, VA — The International Association of Fire Chiefs and eight other national fire service organizations are urging drivers to exercise extra caution when approaching emergency vehicles and respect move over laws.