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The increased use of artificial intelligence by companies to innovate and be efficient, scaling AI across an organization poses various challenges, especially regarding data. The article presents strategic tips for businesses seeking to overcome these data challenges and scale their AI initiatives successfully. The quality of data is the basis for a successful AI project . It needs to be accurate, consistent, and complete. Ensuring the integrity of the data will be the output of the data governance framework, ensuring compliance with each of the regulations in force. That includes clear rules on data ownership, setting standards for formats of data and validation processes. Data governance also includes the formulation of policies regarding access and usage of data so that it is used ethically and responsibly. Considering data quality and governance before investing in scalable AI makes businesses realize that there is a need for strong, reliable data infrastructure support for scalable AI . For AI, businesses need scalable data infrastructure: Data management requires the organization to invest in cloud-based storage solutions and data processing capabilities. Cloud platforms give companies flexibility and scalability to have their big data stored and processed precisely in many business applications. The data lakes may be utilized for handling sources of varying data, which means they provide integration and analysis easily. Data lakes are the singular location for both structured and also unstructured data; these allow advanced analytics with model training of AI. A combination of ML and DevOps with the term for a set of practices that automates deployment, monitoring, and management is referred to as MLOps. This ensures the scalability, reliability, and maintainability of business AI models. MLOps is a continuous integration and continuous delivery pipeline of ML models , with automatic testing and monitoring as part of the model performance. Detects issues early and finds ways to correct them so the AI models will stay perfect and effective in their ability as they scale. Data literacy needs to be nurtured in the culture of the organization. There is a need to have data literacy across the organization so that people are incentivized to make more use of data in decision-making. Enhancing the skill of data skills through training and resource development may empower employees to use AI tools effectively. Creating a data-driven culture calls for leadership. It is essential to have a leadership body that advocates for data initiatives and shows the benefits that come with insights derived from data. It is through this leadership that it can provide a culture of innovation geared towards continuous improvement. There should be more stress on the ethical side as AI reaches every corner of human existence. In that regard, businesses ought not only to ensure that the systems they apply are transparent and fair but also remove any biases within datasets and algorithms, preserve people's security and privacy, and then be open about decision-making on AI. This is the best practice of the deployment of ethical AI; it creates trust among the customers and stakeholders. The risk will also be reduced with the help of deploying AI. In your organization, having an ethics committee or advisory board can ensure that the initiatives of AI have passed through ethical standards while overseeing its implementation. The role of collaboration at all levels from IT, and data science, to operations and business units is very critical when scaling AI. Interfunctional teams ensure that there are diverse experiences, creativity, and even business insights towards innovation and AI aligned with business strategy. Effective collaboration also involves transparent communication, defined roles, and responsibilities, and a shared vision for AI efforts. Thus, it can enable the speedy application of AI in the organization and the ultimate yield is bound to be even higher. Partnering with outside expertise and vendors can afford opportunities in scaling AI, from which one may partner with other AI research institutions, firms, and providers of technology. It incorporates special knowledge, tools, and platforms that would deliver an increment in AI competencies to the organization. To stay up to date with the latest innovations and the best practices happening in business by joining forums and industry conferences on AI. All such interaction with peers or professional networking gives you new insights and how to deal with these data-related challenges while scaling work on AI that can be done. There must be key performance indicators monitored; periodically too, and there must be auditors reviewing if it is, indeed, optimal in its time for the models of interest or updated as per newer datasets, and insights received. There are real-time feedback loops and performance dashboards in AI operations that would be data-driven to adjust the business. The approach ensures AI models are kept effective and aligned to the business objective. Scaling in AI holds significant potential for businesses when it comes to efficiency, innovation, and competitive advantage. Challenges include, however: data management and infrastructure. This ensures that data quality is paramount, investment into scalable infrastructure happens, embracing MLOps, and a culture is formed as data-driven so that with the focus being ethics, it can sail through such challenges and be scaled by its business with the help of AI. Constant optimization to a level combined with collaboration opportunities to avail the outside experience make all these possible: on their path to effectively scaling up impactful AI.NoneNoneUnitedHealthcare CEO kept a low public profile. Then he was shot to death in New York
NEW YORK (AP) — Brian Thompson led one of the biggest health insurers in the U.S. but was unknown to millions of people his decisions affected. Then Wednesday's targeted fatal shooting of the UnitedHealthcare CEO on a midtown Manhattan sidewalk thrust the executive and his business into the national spotlight. Thompson, who was 50, had worked at the giant UnitedHealth Group Inc for 20 years and run the insurance arm since 2021 after running its Medicare and retirement business. As CEO, Thompson led a firm that provides health coverage to more than 49 million Americans — more than the population of Spain. United is the largest provider of Medicare Advantage plans, the privately run versions of the U.S. government’s Medicare program for people age 65 and older. The company also sells individual insurance and administers health-insurance coverage for thousands of employers and state-and federally funded Medicaid programs. The business run by Thompson brought in $281 billion in revenue last year, making it the largest subsidiary of the Minnetonka, Minnesota-based UnitedHealth Group. His $10.2 million annual pay package, including salary, bonus and stock options awards, made him one of the company's highest-paid executives. The University of Iowa graduate began his career as a certified public accountant at PwC and had little name recognition beyond the health care industry. Even to investors who own its stock, the parent company's face belonged to CEO Andrew Witty, a knighted British triathlete who has testified before Congress. When Thompson did occasionally draw attention, it was because of his role in shaping the way Americans get health care. At an investor meeting last year, he outlined his company's shift to “value-based care,” paying doctors and other caregivers to keep patients healthy rather than focusing on treating them once sick. “Health care should be easier for people,” Thompson said at the time. “We are cognizant of the challenges. But navigating a future through value-based care unlocks a situation where the ... family doesn’t have to make the decisions on their own.” Thompson also drew attention in 2021 when the insurer, like its competitors, was widely criticized for a plan to start denying payment for what it deemed non-critical visits to hospital emergency rooms. “Patients are not medical experts and should not be expected to self-diagnose during what they believe is a medical emergency,” the chief executive of the American Hospital Association wrote in an open letter addressed to Thompson. “Threatening patients with a financial penalty for making the wrong decision could have a chilling effect on seeking emergency care.” United Healthcare responded by delaying rollout of the change. Thompson, who lived in a Minneapolis suburb and was the married father of two sons in high school, was set to speak at an investor meeting in a midtown New York hotel. He was on his own and about to enter the building when he was shot in the back by a masked assailant who fled on foot before pedaling an e-bike into Central Park a few blocks away, the New York Police Department said. Chief of Detectives Joseph Kenny said investigators were looking at Thompson's social media accounts and interviewing employees and family members. “Didn’t seem like he had any issues at all,” Kenny said. "He did not have a security detail.” AP reporters Michael R. Sisak and Steve Karnowski contributed to this report. Murphy reported from Indianapolis. Copyright 2024 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without permission. Get the latest in local public safety news with this weekly email.
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An Australian political analyst has revealed he is facing death threats after a social media post falsely accused him of murdering Brian Thompson, the CEO of UnitedHealthcare. The viral post has sparked widespread condemnation and raised concerns over the dangers of misinformation online. Joey Mannarino, whose image was falsely linked to the crime, shared his distress on X (formerly Twitter). The post in question paired his photo with that of the actual suspect, accompanied by the caption: "Possible match for the United Healthcare CEO assassin identified! Do you recognise this person?!" Mannarino expressed alarm over the post's potential consequences, tweeting, "How is this allowed? This can get me killed." His tweet, highlighting the dangers of being misidentified, quickly garnered attention, amassing over 19.4 million views. In response, some users clarified the error, stressing that Mannarino is not a suspect. A note appended to the original post clarified, "Incorrect claim. The picture on the right is Joey Mannarino, who is not a suspect." Despite this clarification, Mannarino shared the real-world fallout of the mistaken identity. He posted a screenshot of a threatening message he received, writing, "Due to this post, I'm receiving death threats like this one below from @smoking539675 in my inbox. This is not normal nor is this something someone should deal with as it puts my family and myself at risk. Someone must be held to account." Mannarino later shared another message, further highlighting the risks he faces. He also commented on the reach of the false claim, stating, "The tweet blaming me for killing the CEO has 13,000,000 views so far. About to write my own version of 'If I Did It...' like OJ did!" Social Media Backlash The incident has drawn widespread reactions from social media users, many expressing their outrage and support for Mannarino. "This is dangerous and depraved," one user wrote. Another added, "He thinks just because his account is satire, he can do whatever he wants. This is in poor taste and could potentially be dangerous for you." A third user commented, "This is how big problems start—false accusations can ruin lives." Others called the situation "unacceptable on every level." UnitedHealthcare CEO's Tragic Death Brian Thompson, the CEO of UnitedHealthcare, was fatally shot in Manhattan on December 4 in what police have described as a "brazen, targeted attack." The killing occurred during the company's annual investors meeting in New York. Thompson, a prominent figure in the corporate world, was reportedly involved in an insider trading case earlier this year. The 50-year-old Minnesotan's death has prompted an ongoing manhunt for the gunman. The tragic murder has sent shockwaves through the business community, with authorities continuing to investigate the circumstances surrounding the attack. This incident underscores the perils of misinformation in the digital age, with Mannarino's ordeal serving as a stark reminder of the real-world consequences of online falsehoods.
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King Charles laughs at Donald Trump King Charles enjoys a night of laughter at Royal Variety Performance King Charles delighted audiences at the Royal Variety Performance as he attended for the first time in his new role as patron of the Royal Variety Charity. The event, held at the Royal Albert Hall, marked a significant moment for the monarch, who is following in the footsteps of his late mother, Queen Elizabeth II. During the performance, Charles was seen laughing heartily at British comedian Matt Forde’s impression of President-elect Donald Trump. Forde, known for his political satire, referenced his infamous and baseless claim from a presidential debate about illegal immigrants allegedly eating pets in Springfield, Ohio. The joke landed well with the King, who seemed thoroughly entertained by the witty sketch. In a heartfelt statement, Charles praised the work of the Royal Variety Charity, which supports individuals who have faced illness, accidents, or hardship. "The charity’s crucial work is as essential now as it ever has been," the King said. "I would like to thank all of those who have worked so hard to stage this year’s production and wish everyone a very enjoyable evening." The event was a shining example of the charitable spirit the Royal Variety Charity represents, with the King’s presence underscoring his commitment to supporting the arts and those in need. British Airways crew member suspended after shocking Liam Payne comment King Charles seemingly angers Princess Kate with his decision Prince Harry, Meghan Markle 'obliged' to follow Pippa Middleton's unusual rule BTS' Jin weighs in on BLACKPINK's Rosé, Bruno Mars’ hit 'APT'On Saturday, the unranked Florida Gators upset the No. 9 Ole Miss Rebels 24-17 in Gainesville. After the win, Florida poked fun at the Rebels. OIe Miss was a 13.5-point favorite heading into the game, per . Javascript is required for you to be able to read premium content. Thanks for the feedback.
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UnitedHealthcare CEO kept a low public profile. Then he was shot to death in New YorkAZEK (NYSE:AZEK) Price Target Raised to $54.00
(BPT) - The holidays are almost here! It means parties and events, hustle and bustle ... and figuring out what to buy for everyone on your list. Sometimes it's hard to get inspired with great ideas that your nears and dears will love at a price you can afford, right? The good news? Inspiration + savings are covered this year. One of the top gifts of Holiday 2024 is technology, and there are a lot of deals out there right now. Done and done! Here are 5 ideas for hot tech gifts for everyone on your list. Smartphones for the family T-Mobile is running a hot deal right now. Get four new smartphones at T-Mobile — this includes Samsung Galaxy S24 and other eligible devices — and four lines for just $100/month . It doesn't get better than that! These new Galaxy phones are tech-tastic, too, with features like AI, Circle to Search with Google, which can be used to help solve math problems and translate entire pages of text in a different language, and Note Assist with Galaxy AI, which lets you focus on capturing your notes and then Note Assist will summarize, format and even translate them for you. High tech spiral notebook for students We've got to admit, this is pretty cool. The Rocketbook looks (a bit) like a regular spiral, paper notebook. Here's the high tech twist: You can take notes, capture ideas, brainstorm, draw — whatever you do on paper — on the pad, and the Rocketbook digitizes your doodles and saves to the cloud device of your choice. Then you simply wipe the pad clean and it's good to go. Look for Black Friday and Cyber Monday sales at your favorite online retailer. Wrist-worthy smartwatches for athletes (or those who want to be) Everyone loves smartwatches (if you're not already tracking your sleep and heart rate, where have you been?) and the Google Pixel Watch 3 (41mm & 45mm) takes it to the next level with features for athletes or anyone who may be setting fitness goals for the coming year. The watch has workout prompts like Real Time Guidance — audio and haptic cues for when to sprint, cool down or maintain pace. It gives you the ability to program your workouts and even monitors your cadence and stride. It also has Offline Maps, with driving navigation, search and maps. Here's the deal of the century: Get it for free at T-Mobile when adding a qualifying watch line. Cute wireless keyboard for people who are all thumbs Who else is annoyed by typing email or texts or social posts on a smartphone? The Logitech Multi-Device Wireless Bluetooth Keyboard solves that problem with style! It comes in sweet colors like lavender, it's wireless, it's small and portable, and it works with just about any device. Pop it into your backpack or purse and you'll never have to thumb-out a message again. Speakers perfect for hosting and giving Have a music lover in your life or need the perfect hosting gift? T-Mobile has you covered. For a limited time, you can get the JBL Clip 5 for free when you pick up a Harman Kardon Onyx Studio 9 . The JBL Clip 5 is an ultra-portable Bluetooth speaker perfect for those on the go and the Onyx Studio 9's sleek design and booming sound will take care of all your holiday hosting needs. For more tech-tastic holiday gift inspiration, check out T-Mobile's holiday gift guide at t-mobile.com/devices/tech-gifts .
Federal appeals court upholds law requiring sale or ban of TikTok in the US A federal appeals court panel on Friday unanimously upheld a law that could lead to a ban on TikTok as soon as next month, handing a resounding defeat to the popular social media platform as it fights for its survival in the U.S. The U.S. Court of Appeals for the District of Columbia Circuit ruled that the law - which requires TikTok to break ties with its China-based parent company ByteDance or be banned by mid-January — is constitutional, rebuffing TikTok’s challenge that the statute ran afoul of the First Amendment and unfairly targeted the platform. TikTok and ByteDance — another plaintiff in the lawsuit — are expected to appeal to the Supreme Court. Executive of Tyler Perry Studios dies when plane he was piloting crashes in Florida ATLANTA (AP) — The president of Atlanta-based Tyler Perry Studios has died when the small plane he was piloting crashed on Florida’s Gulf Coast. The studio confirmed on Saturday that Steve Mensch, its 62-year-old president and general manager, had died Friday. The crash happened in Homosassa, about 60 miles north of Tampa. Photos from the scene show the plane having come to rest upside down on a road. Mensch helped advocate for Georgia’s film tax credit of more than $1 billion a year. Perry hired Mensch to run his namesake studio in 2016. Mensch died as Perry released his war drama, “The Six Triple Eight." The film was shot at the Atlanta studio. US added a strong 227,000 jobs in November in bounce-back from October slowdown WASHINGTON (AP) — America’s job market rebounded in November, adding 227,000 workers in a solid recovery from the previous month, when the effects of strikes and hurricanes had sharply diminished employers’ payrolls. Last month’s hiring growth was up considerably from a meager gain of 36,000 jobs in October. The government also revised up its estimate of job growth in September and October by a combined 56,000. Friday’s report also showed that the unemployment rate ticked up from 4.1% in October to a still-low 4.2%. The November data provided the latest evidence that the U.S. job market remains durable even though it has lost significant momentum from the 2021-2023 hiring boom, when the economy was rebounding from the pandemic recession. Stock market today: Wall Street hits more records following a just-right jobs report NEW YORK (AP) — U.S. stocks rose to records after data suggested the job market remains solid enough to keep the economy going, but not so strong that it raises immediate worries about inflation. The S&P 500 climbed 0.2%, just enough top the all-time high set on Wednesday, as it closed a third straight winning week in what looks to be one of its best years since the 2000 dot-com bust. The Dow Jones Industrial Average dipped 0.3%, while the Nasdaq composite climbed 0.8% to set its own record. Treasury yields eased after the jobs report showed stronger hiring than expected but also an uptick in the unemployment rate. Killing of UnitedHealthcare CEO spotlights complex challenge companies face in protecting top brass NEW YORK (AP) — In an era when online anger and social tensions are increasingly directed at the businesses consumers count on, Meta last year spent $24.4 million to surround CEO Mark Zuckerberg with security. But the fatal shooting this week of UnitedHealthcare CEO Brian Thompson while walking alone on a New York City sidewalk has put a spotlight on the widely varied approaches companies take to protect their leaders against threats. And experts say the task of evaluating threats against executives and taking action to protect them is getting more difficult. One of the primary worries are loners whose rantings online are fed by others who are like-minded. It’s up to corporate security analysts to decide what represents a real threat. Days after gunman killed UnitedHealthcare's CEO, police push to ID him and FBI offers reward NEW YORK (AP) — Nearly four days after the shooting of UnitedHealthcare CEO Brian Thompson, police still do not know the gunman’s name or whereabouts or have a motive for the killing. But they have made some progress in their investigation into Wednesday's killing of the leader of the largest U.S. health insurer, including that the gunman likely left New York City on a bus soon after fleeing the scene. The also found that the gunman left something behind: a backpack that was discovered in Central Park. Police are working with the FBI, which on Friday night announced a $50,000 reward for information leading to an arrest and conviction. USDA orders nationwide testing of milk for bird flu to halt the virus The U.S. government has ordered testing of the nation’s milk supply for bird flu to better monitor the spread of the virus in dairy cows. The Agriculture Department on Friday said raw or unpasteurized milk from dairy farms and processors nationwide must be tested on request starting Dec. 16. Testing will begin in six states — California, Colorado, Michigan, Mississippi, Oregon and Pennsylvania. The move is aimed at eliminating the virus, which has infected more than 700 dairy herds in 15 states. Words on ammo in CEO shooting echo common phrase on insurer tactics: Delay, deny, defend A message left at the scene of an insurance executive’s fatal shooting echoes a phrase commonly used to describe insurer tactics to avoid paying claims. The words “deny,” “defend” and “depose” were written on the ammunition used to kill UnitedHealthcare's CEO. That's according to two officials who spoke to The Associated Press on condition of anonymity Thursday. The words are similar to the phrase “delay, deny, defend.” That's how attorneys describe insurers denying services and payment, and the title of a 2010 book critical of the industry. Police haven’t officially commented on the words. But Thompson’s shooting and the messages on the ammunition have sparked outrage on social media and elsewhere, reflecting frustration Americans have over the cost and complexity of getting care. Michigan Democrats move to protect reproductive health data before GOP takes control of House LANSING, Mich. (AP) — Democrats in Michigan are pressing to pass reproductive health care legislation before the party loses its majority with the new legislative session next year. A bill to protect digital reproductive health data including data logged on menstrual cycle tracking apps is a Democratic priority as lawmakers meet this month. Democratic women and supporters of the legislation say they are acting with new urgency before President-elect Donald Trump takes office because they don't believe his campaign promise to leave abortion to the states. The rush is also a reaction to Republicans taking control of the state House in January. Democrats kept control of the state Senate in the November election. Japan's Nippon Steel sets sights on a growing overseas market in its bid to acquire US Steel KASHIMA, Japan (AP) — The signs at Nippon Steel read: “The world through steel,” underlining why Japan’s top steelmaker is pursuing its $15 billion bid to acquire U.S. Steel. Japan's domestic market isn't growing, so Nippon Steel has its eyes on India, Southeast Asia and the United States, where populations are still growing. Nippon Steel gave reporters a tour of one of its plants in Japan on Friday. The bid for U.S. Steet is opposed by President-elect Donald Trump, President Joe Biden and American steelworkers. If the deal goes through, U.S. Steel will keep its name and its headquarters in Pittsburgh, Pennsylvania, but become subsidiary of Nippon Steel.
WASHINGTON – Rep. Jerry Nadler announced Wednesday that he will be stepping down as the top Democrat on the House Judiciary Committee next year, avoiding an intra-party fight over a prominent position as the party prepares to confront a second Trump presidency. Nadler's decision to relinquish control of the powerful committee came a day after fellow Democratic Rep. Jamie Raskin announced his bid for the job and quickly amassed support from colleagues. Recommended Videos “I am also proud that, under my leadership, some of our caucus’s most talented rising stars have been given a platform to demonstrate their leadership and their abilities,” Nadler wrote in the letter to Democrats that was obtained by The Associated Press. “That includes Jamie Raskin, who in just a few terms in Congress has already proven himself to be an exceptional leader and spokesperson for our party’s values.” The 77-year-old chose to step aside as the Democratic party undergoes an internal reckoning over their losses in the election, which swept Republicans into a trifecta of power in Washington. Many Democrats are eager for generational change and a new approach as President-elect Donald Trump returns to the White House. The decision by Nadler, who is serving his 17th term in Congress, reflects that generational shift. Before he made his decision Wednesday morning, Nadler spent time speaking with staff about what his next step should be. He also made a call to Raskin, which was described as cordial by a person familiar with the conversation who was not authorized to discuss it publicly. “Jerry Nadler is an extraordinary lawyer, patriot and public servant,” Raskin posted on X. “His dogged defense of civil rights and civil liberties is a great inspiration to our people.” He added, “I am honored and humbled to have his support in the battles ahead.”
Giants' offense explodes in 45-33 win, knocking Colts out of playoff race