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Artificial intelligence is not old news. According to Stanfords 2021 AI Index, the global corporate AI investment is at a record high of $67 billion. PWCs 22nd Global CEO Survey shows that 77% of Fortune 500 CEOs are planning to or have already started AI initiatives. With the increasing importance of artificial intelligence, all eyes are on data science to deliver substantial results.

The advantage that comes with artificial intelligence for businesses is common knowledge in the tech world. The 2020 McKinsey Global AI Survey states that AI is contributing more than 20% of EBIT (Earnings Before Interest and Tax) for an elite group of artificial intelligence practitioners. Additionally, these companies have bigger budgets to spend on artificial intelligence initiatives than their competitors. With this comes the ability to develop AI solutions that they require in-house, instead of depending on external suppliers.

As data science advances, the pressure for the field to deliver tangible results and live up to its hype increases. A significant yet understated role for the success of artificial intelligence products in the AI Product Owner (AI PO). Heres everything you need to know about AI PO.

Scrum framework, a popular agile development method defines the role of a product owner as someone who is responsible for maximizing the value of the scrum team. The scrum framework depends on the role of a product owner, scrum master, and developer. By this, we understand that a product owner creates a product vision, communicates the vision with the stakeholders, and creates the product backlog. The Scrum framework also dictates that a PO is required to have a business, user experience, technical and communication skills.

An extended, specialized role of a product owner is the role of an AI PO. AI POs inherit the duties of a general PO with the difference that the AI POs work revolves around artificial intelligence-based products.

AI-powered products obviously differ from conventional software products. AI products use data to learn patterns without developer support. Unlike traditional software products, AI products improve on their own as and when the data keeps coming. Machine learning facilitates the building of products that were not possible to build before the emergence of AI like speech recognition devices, automating driving, etc. Because AI products hold such immense power, it is crucial for AI POs to adjust their skills to adapt themselves.

Firstly, all AI POs need to know everything about AI-based products, from how they work, their merits, and then pitfalls. Secondly, AI POs need to attentively monitor the predictions made by the AI models. Artificial intelligence is based on statistical assumptions, so their predictions need to be observed for uncertainty. AI POs should make it to a point to design AI applications to include human-decision making wherever necessary because one wrong prediction can have grave consequences. AI-based products are also dynamic. They identify how customers react to the prediction. This is how the system knows to make adjustments to data. Lastly, AI POs need to understand that AI development differs from software development and its workflow. While traditional software development can follow a modular and structural approach, AI developments test various hypotheses and perform quickly. Understanding that machine learning development isnt as gradual as traditional software development is important to communicate the expectations with stakeholders.

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Artificial Intelligence Product Owners Are The Key For Business Success - Analytics Insight

CLEVELAND, Ohio -- Locating the source of an epileptic seizure can be tricky. Even the most advanced MRI cant pinpoint lesions, scars or other abnormalities on the brain in one-quarter of epilepsy patients.

Cleveland Clinic experts are turning to artificial intelligence to help bridge the gap.

Neurologists and brain surgeons from the Clinics Epilepsy Center are using AI and advanced medical imaging techniques to help locate the source of a patients seizures. That gives surgeons a better chance of removing any brain tissue thats associated with those seizures, which could help the patient live seizure-free for years.

The use of AI has already helped the Clinic improve the odds a surgery will result in a patient living without seizures, said Dr. Imad Najm, the director of the Epilepsy Center at the Cleveland Clinic Neurological Institute.

Every 100 patients we manage this way, 15 or 20 of them now are seizure-free [when] otherwise they would not have been if we had not applied this [technology], Najm said.

As part of Brain Awareness Week, cleveland.com is highlighting some of the advanced technology being used in brain surgery at each of Clevelands three largest health systems. The three-day series will also focus on the use of virtual reality at MetroHealth and robotics at University Hospitals.

The Clinic has been at the forefront of studying the use of AI in health care. The health system established its Center its Clinical Artificial Intelligence in 2019, and CEO Tomislav Mihaljevic has said the technology could be key to the future of health care. On Tuesday, the Clinic announced a partnership with the NFL Players Association to use AI and machine learning to diagnose and treat neurological disease.

An estimated 3.4 million people in the U.S. have epilepsy, and many of them suffer from seizures that could happen at any time. There are medications that can help, but a U.S. Centers for Disease Control and Prevention study found they prevented seizures in just 44% of patients. Those medications can also cause side effects such as fatigue, dizziness or blurred vision.

These patients whose seizures are not controlled because none of the medications work, they need some other way to help them, Najm said.

Epileptic seizures are caused by abnormal electrical activity in the brain, so neurologists need to locate the source of that abnormal activity. If they cant find any abnormalities on an MRI, they can still use other techniques to find the general area the seizures are originating. But theres only a 35 to 40% chance of success in those cases, Najm said.

With these patients we struggle immensely, Najm said. And a big chunk of them we dont do anything, and these patients will go on to live their lives with complications from seizures.

Thats where AI can help.

Artificial intelligence refers to a collection of technologies, but machine learning is one of the most common used in health care. Machine learning uses algorithms to find patterns in large amounts of data, and it can use those patterns to make predictions. For example, Spotify uses machine learning to suggest a new song you might like based on your listening history.

Clinic experts used an algorithm developed by a physicist in Switzerland and adapted it so it could help epilepsy patients. The algorithm analyzes a large amount of patient data and uses that data to predict the location of the brain tissue associated with the patients epileptic seizures.

Experts can then go back and check a patients MRI to confirm if theres an abnormality they couldnt see with the naked eye, Najm said.

Just to see something is the single most important step for evaluating someone for epilepsy surgery, Najm said.

Helping to locate the source of a seizure could be just the beginning of AIs usefulness in helping epilepsy patients, Najm said. The Clinic is currently studying magnetic resonance (MR) fingerprinting, a technology developed by biomedical engineers at Case Western Reserve University. The technology analyzes an MRI and assigns a value that could help physicians identify the cause of a patients disease or illness. Najm hopes it could eventually help determine the cause of epileptic seizures and plan a patients treatment or surgery.

Its difficult to say when that type of technology could be used in a clinical setting, because progress has been incremental, Najm said. But hes optimistic it could be the next step forward to help epilepsy patients.

In the field of difficult-to-treat epilepsies, this is very exciting, Najm said. The field of epilepsy surgery has made major advances over the last 80 years. But this new ability for us to see something we previously were not seeing has been a major step forward in the field of epilepsy surgery.

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Artificial intelligence is helping the Cleveland Clinic improve the odds an epilepsy patient can live seizure - cleveland.com

The chant lock her up has finally seen fruition.

US Navy SEALS loyal to Donald Trump raided Hillary Clintons Chappaqua, NY estate and arrested her on charges of treason, destruction of government property, and aiding and abetting the enemy, Real Raw News has learned.

The arrest happened on Tuesday night, according to a source in Trumps orbit, only hours after Trump had spoken to Rear Admiral Hugh W. Howard at US Special Operations Command and given him a mammoth trove of evidence of Clintons criminality dating back to her days at the State Department. The evidence allegedly includes thousands of never-before-seen emails, which Clinton acid washed prior to the 2016 presidential election, as well as documents implicating her in plots to assassinate Republican legislators across the country.

The evidence was so compelling, our source added, that Adm. Howard had trouble believing that Clinton wasnt arrested years ago.

Trumps been wanting to get her, and the rest of the Deep State cabal, ever since he set foot in the White House. It has taken him years to dig up the motherload. Once he had military support, he greenlit the operation. Trumps team, for lack of a better word, had been surveilling Clinton a long time, and he knew she was always alone on Tuesday nights. Thats when the SEALS nabbed her, our source said.

Under cover of darkness, an eight-man detachment from Naval Special Warfare Group 3 infiltrated the Chappaqua mansion shortly after 2:00am. Mysteriously, Clintons two-man Secret Service detail, which normally lives in a guest house on the property, was absent that morning. The SEALS cleared the main building, then silently breached the door to her bedroom, where they found her awake rehearsing a speech before a vanity mirror. They fired a single tranquilizer dart into her neck, our source said, before taping her mouth and sealing a black cloth bag over her head.

The SEALS also seized several laptops and reams of paper, our source said.

I dont know where they took her; only Trump knows that. But this is proof that Trump and the military have started taking out the cabal. It took him longer than expected, longer than he wanted, but better late than never. Trump is doing whats right for America, our source said.

Trump will soon send her to Guantanamo Bay to face a military tribunal for her crimes against America and its people. GITMO, our source said in closing, is run by the Marine Corps. and the US Navy, both of which have forsaken Joe Biden and instead pledged to help Donald Trump vanquish the forces of darkness that have enshrouded the nation in corruption for decades.

Update:

Clinton Shipped to GITMO, Awaiting Military Tribunal

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Navy SEALS Arrest Hillary Clinton - Real Raw News

Queen Hillary as she likes to think of herself was sitting on her big throne in Upstate New York, passing judgment on the British Monarchy.

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As you know Hillary is one of the biggest elitists in all of America. Her family has wielded more power than most other Ameican dynasty families, and shes been at the font-and-center of many scandals and controversies some of the biggest involving the abuse of women.

So, its really, really rich to see her attacking the Royals for not treating women respectfully.

MORE NEWS: Look Who Meghan Markle is Now Consulting With on Her Possible 2024 White House Run

I mean, give me a break. This is the woman who smeared and silenced the army of women who have spoken out about her lecherous husband his entire adult life.

But narcissistic, self-absorbed Hillary doesnt think about stuff like that when shes trying to inset herself into a story and scare up some much-needed PR.

Thats likely why she was clamoring to get a word in edgewise about the disastrous Meghan Markle interview with Oprah.

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And Hillary didnt waste any time trashing the Royals.

She stopped short of calling them racists as Meghan and Harry did, but she made sure to paint the Royals as an outdated, stuffy tradition that holds young, amazing women back.

Oh, get real, Hillary

From CNN

Hillary Clintonweighed in Monday on Oprah Winfreysexplosive interviewwith Meghan, Duchess of Sussex, and her husband, Prince Harry, offering support for Meghan and decrying the tabloids and bureaucracy that often targeted her.

I found it so heart-rending to watch, Clinton said during a Washington Post Live event on Monday, noting that she had met the pair as well as Harrys late mother, Princess Diana. Clinton called it heartbreaking that Meghan was not fully embraced not just by the permanent bureaucracy that surrounds the royal family, but by the media in the UK.

Clinton, a woman who has been in positions of power as a former first lady, senator, secretary of state and Democratic presidential candidate, has at times faced heavy public scrutiny and pushed back on press she found unfair. British tabloid reporting on disgraced former US congressman Anthony Weiner, the husband of longtime Clinton aide Huma Abedin, became a significant obstacle for Clintons 2016 presidential campaign.

She noted that shes experienced the intensity of Britains notoriously vitriolic tabloids first-hand, calling Meghan incredibly accomplished and lauding the Duchess of Sussex efforts to advocate for herself.

[]

Clinton said that every institution has got to make more space and acceptance for young people coming up particularly young women, who should not be forced into a mold that is no longer relevant, not only for them, but for our society.

And it was heartbreaking to see the two of them sitting there having to describe how difficult it was to be accepted, to be integrated, not just into the royal family as they described, but more painfully into the larger societies whose narrative is driven by tabloids that are living in the past.

She added, I just hope that there will be some serious thoughtful consideration in all of the institutions, not just in response to what Meghan and Harry were talking about, but literally across all of our societies.

Clinton also cited diversity as key to bringing such establishments into the future.

Hillary should worry more about how terribly shes treated, countless women thanks to her disgusting perverted husband.

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The damage she has done to countless lives with her tabloid smear jobs, rivals anything the Briitish press has done to Meghan Markle.

And speaking of outdated traditions the Hillary political dynasty is so old its got mold growing on itand no matter how many times or ways the American people make it clear that they dont want her around, Hillary just keeps coming back.

Attn: Wayne Dupree is a free speech champion who works tirelessly to bring you news that the mainstream media ignores. But he needs your support in order to keep delivering quality, independent journalism. You can make a huge impact in the war against fake news by pledging as little as $5 per month. Please click here Patreon.com/WDShow to help Wayne battle the fake news media.

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Hillary Clinton Just Took a Big Ol' Nasty Swipe at the ...

At some point, nonbiased historians (hard to find these days) will take a deeper dive into our recent presidential elections. When they do, an irony should jump out at them: Both Hillary ClintonHillary Diane Rodham ClintonBiden says Putin will 'pay a price' for 2020 election meddling The Memo: Biden team's Obama criticisms draw some blowback USintel says Russia, Iran sought to influence 2020 election MORE and Donald TrumpDonald TrumpBorder surge scrambles Senate immigration debate GOP looks to measures barring trans athletes to rally voters House GOP holdouts muddle Trump vaccine message MORE are personally responsible for the losses they suffered. Two larger-than-life personalities and egos, who seemingly cant stand each other, will forever share an asterisk in political history. Who says karma cant be humorous?

Clinton twice lost the chance to become president. The first time, in 2008, the Democratic nomination was taken from her by a relatively unknown Illinois senator, Barack ObamaBarack Hussein ObamaThe Hill's Morning Report - Presented by Facebook - Forget about comity in Congress The GOP bets against American recovery Obama on Atlanta shootings: We've neglected 'epidemic of gun violence in America' MORE. The second time, in 2016, as the Democratic nominee, she lost the general election to Trump.

Both losses clearly stung. But to lose the presidency to a man with no political experience and virtually no campaign, someone who was belittled and laughed at from one end of the progressive spectrum to the other, must be the stuff of recurring nightmares.

In 2008, most of the conventional wisdom had then-Sen. Clinton pegged as the inevitable nominee. So, what went wrong? Its simple: candidate and campaign hubris.

Clintons campaign team truly believedit was invincible. Because of that,it underestimated Obamas toughness, his campaign and the excitement he generated with a constituency that long felt abandoned. Just weeks before he announced his run, the Clinton campaign was assuring the world that Obama would not become a candidate for president. On top of that embarrassingly wrong prediction, strategically and logistically, the campaign team couldnt get out of their own way.

When Clinton registered a shocking third place in the Iowa caucus, it showed the political world that the Obama campaign not only had figured out how to navigate the complex caucus system which Clintons campaign mostly ignored but was not going to concede a single delegate.

Quite ironically, and seemingly forgotten by many in the news media, as Obama racked up delegate after delegate, it was then that Clinton first rolled out the argument But Ive got more popular votes than him.

Most pundits believed Clinton had learned her lessons from the tactical errors of 2008 and once again installed her as the prohibitive favorite to win the presidency in 2016. Just weeks before the election, the RealClearPolitics average put Clinton up 7 points over Trump, a theoretically unbeatable number until it wasnt.

Inexplicably, Clinton decided she didnt need to campaign in Wisconsin and barely did so in Michigan. More than that, she apparently thought it was a winning political move to label potential Trump supporters as deplorables and, in March 2016, at a Democratic town hall meeting in Ohio, to declare,We are going to put a lot of coal miners and coal companies out of business. That was a jaw-dropping gaffe considering that she needed to win coal-rich Pennsylvania in the fall.

She went on to lose all three of those states by close margins. As accurately summarized by the liberal authors of the book Shattered, While Hillary was measuring the drapes in the Oval Office, her team was mis-measuring the electorate.

Next, we come to Trump and his 2020 campaign. The argument can be made that Trump lost because he was a flat-out jerk at times, one who shamefully turned the office of the president into a WWE SmackDown chamber as he continually barked out insults.

As Trump supporter Conrad Black more delicately put it in a recent column for American Greatness, Americans demand more dignity of the president and a president who is less exhausting and constantly in the face of the country not only during all waking hours but, through his Twitter account, during much of every night.

In the end, Trump could not deliver such dignity.

Consider the state of Arizona, historically a reliably red state, which Trump managed to lose by about 11,000 votes. How? Well, to start with, he repeatedly had bashed the late Sen. John McCainJohn Sidney McCainMeghan McCain and Joy Behar argue over whether antifa 'does exist' Trump and Hillary: Forever connected by self-created failure Democratic Arizona Rep. Ann Kirkpatrick says she won't seek reelection MORE, Arizonas war hero. That presumably cost Trumpmore than 10,000 votes among the more than 3 million cast.

Several Republican political professionals with whom I spoke believe that Trumps bullying tactics directly cost him 10 percent of the vote. Lets assume they are being much too punitive and dial down that estimate to, say, 1.5 percent of voters who were turned off by Trumps infantile affronts after initially intending to vote for him.

Even giving him that generosity, Trump lost Arizona and its 11 electoral votes by three-tenths of 1 percent of the vote. He lost Georgia and its 16 electoral votes by two-tenths of 1 percent of the vote. He lost Wisconsin and its 10 electoral votes by seven-tenths of 1 percent of the vote, and he lost Pennsylvania and its 20 electoral votes by 1.2 percent of the vote. If we add up the electoral votes lost to Trumps churlishness, we get 57. Had Trump won these states along with those he did win in November, his Electoral College votes would have totaled 289instead of 232and President BidenJoe BidenThe Hill's Morning Report - Presented by Facebook - Forget about comity in Congress Border surge scrambles Senate immigration debate GOP looks to measures barring trans athletes to rally voters MOREs total would have dropped from 302 to 245, making Trump the winner.

Tens of millions of Americans collectively put their faith in Hillary Clinton and Donald Trump and their respective visions for our nation. Sadly for those voters, the vanity and condescending attitudes of these two candidates betrayed that trust. It is, as former two-term President Obama might say, a teachable moment regarding outsize egos and political hubris.

Douglas MacKinnon, a political and communications consultant, was a writer in the White House for Presidents Ronald Reagan and George H.W. Bush, and former special assistant for policy and communications at the Pentagon during the last three years of the Bush administration.

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Trump and Hillary: Forever connected by self-created failure | TheHill - The Hill