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FDAnews Announces Artificial Intelligence and Machine Learning in Medical Technology: Fundamentals and Emerging Regulations Webinar Sponsored by…

Bloomberg

(Bloomberg) -- President Joe Biden is planning the first major federal tax hike since 1993 to help pay for the long-term economic program designed as a follow-up to his pandemic-relief bill, according to people familiar with the matter.Unlike the $1.9 trillion Covid-19 stimulus act, the next initiative, which is expected to be even bigger, wont rely just on government debt as a funding source. While its been increasingly clear that tax hikes will be a component -- Treasury Secretary Janet Yellen has said at least part of the next bill will have to be paid for, and pointed to higher rates -- key advisers are now making preparations for a package of measures that could include an increase in both the corporate tax rate and the individual rate for high earners.With each tax break and credit having its own lobbying constituency to back it, tinkering with rates is fraught with political risk. That helps explain why the tax hikes in Bill Clintons signature 1993 overhaul stand out from the modest modifications done since.For the Biden administration, the planned changes are an opportunity not just to fund key initiatives like infrastructure, climate and expanded help for poorer Americans, but also to address what Democrats argue are inequities in the tax system itself. The plan will test both Bidens capacity to woo Republicans and Democrats ability to remain unified.His whole outlook has always been that Americans believe tax policy needs to be fair, and he has viewed all of his policy options through that lens, said Sarah Bianchi, head of U.S. public policy at Evercore ISI and a former economic aide to Biden. That is why the focus is on addressing the unequal treatment between work and wealth.While the White House has rejected an outright wealth tax, as proposed by progressive Democratic Senator Elizabeth Warren, the administrations current thinking does target the wealthy.The White House is expected to propose a suite of tax increases, mostly mirroring Bidens 2020 campaign proposals, according to four people familiar with the discussions.The tax hikes included in any broader infrastructure and jobs package are likely to include repealing portions of President Donald Trumps 2017 tax law that benefit corporations and wealthy individuals, as well as making other changes to make the tax code more progressive, said the people familiar with the plan.The following are among proposals currently planned or under consideration, according to the people, who asked not to be named as the discussions are private:Raising the corporate tax rate to 28% from 21%Paring back tax preferences for so-called pass-through businesses, such as limited-liability companies or partnershipsRaising the income tax rate on individuals earning more than $400,000Expanding the estate taxs reachA higher capital-gains tax rate for individuals earning at least $1 million annually. (Biden on the campaign trail proposed applying income-tax rates, which would be higher)White House economist Heather Boushey underlined that Biden doesnt intend to boost taxes on people earning less than $400,000 a year. But for folks at the top whove been able to benefit from this economy and havent been this hard hit, theres a lot of room there to think about what kinds of revenue we can raise, she said in a Bloomberg TV interview Monday.An independent analysis of the Biden campaign tax plan done by the Tax Policy Center estimated it would raise $2.1 trillion over a decade, though the administrations plan is likely to be smaller. Bianchi earlier this month wrote that congressional Democrats might agree to $500 billion.The overall program has yet to be unveiled, with analysts penciling in $2 trillion to $4 trillion. No date has yet been set for an announcement, though the White House said the plan would follow the signing of the Covid-19 relief bill.An outstanding question for Democrats is which parts of the package need to be funded, amid debate over whether infrastructure ultimately pays for itself -- especially given current borrowing costs, which remain historically low. Efforts to make the expanded child tax credit in the pandemic-aid bill permanent -- something with a price tag estimated at more than $1 trillion over a decade -- could be harder to sell if pitched as entirely debt-financed.What Bloombergs Economists Say...The next major legislative initiative, infrastructure investment, could provide the sort of durable economic gains that not only support higher pay, but promote diffusion of those gains across demographic lines and political persuasions.--Andrew Husby and Eliza Winger, U.S. economistsFor the full report, click hereDemocrats would need at least 10 Republicans to back the bill to move it under regular Senate rules. But GOP members are signaling they are prepared to fight.Well have a big robust discussion about the appropriateness of a big tax increase, Senate Minority Leader Mitch McConnell said last month, predicting Democrats would pursue a reconciliation bill that forgoes the GOP and would aim for a corporate tax even higher than 28%.Kevin Brady, the top Republican on the House Ways & Means Committee, said, There seems to a be a real drive to tax investment of capital gains at marginal income rates, and called that a terrible economic mistake.While about 18% of the George W. Bush administrations tax cuts were allowed to expire in a 2013 deal, and other legislation has seen some increases in levies, 1993 marks the last comprehensive set of increases, experts say. That bill passed on a two-vote margin in the House and required the vice president to break a tie in the Senate.I dont think it is an understatement to say the current partisan environment is more severe than 1993 said Ken Kies, managing director of the Federal Policy Group, a former chief of staff of the congressional Joint Committee on Taxation. So you can draw your own conclusions about prospects for a deal this year, he said.Still, there could be some tax initiatives Republicans could get behind. One is a shift from a gasoline tax to a vehicle-miles-traveled fee to help fund highway projects.Read More: By-the-Mile Vehicle Tax to Help Fund Infrastructure Gains SteamAnother is more money for Internal Revenue Service enforcement -- a way to boost revenue without raising rates. Estimates have found that for every additional $1 spent on IRS audits, the agency brings in an additional $3 to $5.Democrats are also looking to revise tax laws that they say dont do enough to stop U.S. companies from shifting jobs and profits offshore as another way to raise revenue, one aide said. Republicans could potentially support incentives, though its unclear whether theyd back penalties.White House officials including deputy director of the National Economic Council, David Kamin -- who wrote a 2019 paper on Taxing the Rich -- are in the process of fleshing out the Biden tax plans.As for timing, if passed, tax measures would likely take effect in 2022 -- though some lawmakers and Biden supporters outside the administration have argued for holding off while unemployment remains high due to the pandemic.Lawmakers have their own ideas for tax reforms. Senate Finance Committee Chairman Ron Wyden wants to consolidate energy tax breaks and require investors to pay taxes regularly on their investments including stocks and bonds that have unrealized gains.A nurse pays taxes with every single paycheck. A billionaire in an affluent suburb on the other hand can defer paying taxes month after month to the point where their paying taxes is pretty much optional, Wyden told Bloomberg in an interview. I dont think thats right.Warren has pitched a wealth tax, while House Financial Services Committee Chair Maxine Waters has said she would like to consider a financial-transaction tax.Democratic strategists see the next package as effectively the last chance to reshape the U.S. economy on a grand scale before lawmakers turn to the 2022 mid-term campaign.Normally, the party in power gets one or two shots to do major legislative packages, said Chuck Marr, senior director of Federal Tax Policy at the left-leaning Center on Budget and Policy Priorities. This is the next shot.(Updates with White House economist comments in first paragraph after bullet-pointed section.)For more articles like this, please visit us at bloomberg.comSubscribe now to stay ahead with the most trusted business news source.2021 Bloomberg L.P.

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Kazuo Ishiguro writes of artificial intelligence and human hearts in Klara and the Sun – Tampa Bay Times

Klara, the narrator of the new novel by Kazuo Ishiguro, isnt human, but understanding humans is her mission. In Klara and the Sun, the reader follows her in that mission, in a world that seems like our own in a none too distant future. Its a dazzling and deeply moving journey.

Ishiguro, who was born in Japan but has lived most of his life in England, has written seven previous novels, including the Booker Prize-winning The Remains of the Day, as well as short fiction, song lyrics and screenplays.

Klara and the Sun is his first novel since he received the Nobel Prize for literature in 2017. It underscores how well he deserved that prize, in its beautiful craft and prose and in its tender but unflinching sense of the human heart.

Ishiguro has often erased the lines between literary and genre fiction, drawing on science fiction and mystery in Never Let Me Go, for example, or fantasy and fable in The Buried Giant. There are ribbons of all of those genres in Klara and the Sun.

Klara is an AF, or Artificial Friend, a type of robot with a human appearance and a high degree of artificial intelligence, designed to serve as a companion to a child or teenager. The book begins when she is new, living in a store that sells AFs on a busy city street and learning to make sense of her little piece of the world.

Some things are programmed into her AI. She can estimate at a glance a persons age and whether his suit jacket reveals high rank social status. She can judge whether the minute crinkles around a womans eyes indicate a smile or suspicion.

Klara has a deep reverence for the sun, which she regards as a deity. It might seem an odd belief to build into an android, but AFs are solar powered, so attention to the sun is a matter of survival for them and, as Klara comes to believe, perhaps for some humans.

When it comes to things not in her code, Klara is programmed to observe and learn. When 14-year-old Josie and her mother come to the store, Klara notes the girl is pale and thin and walks with difficulty, but that she is also bright and adept at manipulating adults. Josie is a quick study, too she notices how Klara feels about the sun and promises her they can watch the sun set together at her house.

Before long, Klara is Josies AF, living in a comfortable house far outside the city with those sunset views. Josie is delighted with her; it takes longer for Klara to figure out how to get along with the Mother, a tense woman who dashes off to work each morning, and gruff Melania Housekeeper. (Klara tends to label people according to their roles.) But Klara is determined to find harmony, because at the core of her programming is the task of keeping Josie happy and safe.

Just why would a kid need an AF, anyway? It seems lots of them do. Josie is far from the only child in this world who is homeschooled and largely isolated from the outside. She does have one real friend, a boy her age named Ricky who lives up the hill with his mother. They are tightly bonded, but there is a sharp difference between them: Josie is lifted, Ricky is not. What that term means, and what it has to do with Josies fragile physical health, emerges obliquely and then becomes crucial.

Klaras quiet life with Josie is upended by a trip to the city. It has several purposes: Josie will see her father (her parents are divorced) and visit an artist who is creating a portrait of her, while Ricky and his mother will come along to meet a man who might be able to change Rickys future.

The trip is a rush of revelations about all of those characters, one that Klara finds almost overwhelming. Ishiguro always keeps us inside Klaras head, mostly through his skillful use of her narrative voice, which is formal and almost childlike in its innocence.

We also sometimes see through her eyes, which seem to have a technical glitch that causes her vision to break up into something between pixelation and cubism when shes under stress, as in one uneasy conversation: She drank coffee, all the time looking at me, till I found the Mothers face filled six boxes by itself, her narrowed eyes recurring in three of them, each time at a different angle.

What Klara finds out in the city about Josie and her family will lead to choices that might be difficult for a human. The Father asks her, Do you believe in the human heart? I dont mean simply the organ, obviously. Im speaking in the poetic sense. The human heart. Do you think there is such a thing? Something that makes each of us special and individual?

To Klara, programmed for loyalty and self-sacrifice, the answer is clear. For some of the humans around her, it might be an open question.

The quietly stunning finale of Klaras story made me feel a little like one of the first famous AFs, the Tin Man in The Wizard of Oz, when he said, Now I know I have a heart, because its breaking.

Klara and the Sun

By Kazuo Ishiguro

Knopf, 320 pages, $28

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Kazuo Ishiguro writes of artificial intelligence and human hearts in Klara and the Sun - Tampa Bay Times

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Emerging Artificial Intelligence Technologies of 2020s: Formative AI – Analytics Insight

The innovation in technology has been a direct response to demands and expectations from humans. Emerging technologies like artificial intelligence continues to play a vital role in helping the world in numerous ways. Even artificial intelligence is evolving through many iterations. Recently, Gartner has considered Formative AI in its Hype Cycle for Emerging Technologies 2020. So, what is Formative AI? Lets learn more about it.

Gartner defines Formative AI as a type of artificial intelligence that is capable of dynamically changing itself to respond to a situation. In laymans terms, it refers to artificial intelligence technologies which dynamically adapts based on context. There are a variety of types, ranging from artificial intelligence that can dynamically adapt over time to technologies that can generate novel models to solve specific problems. So basically, apart from carrying complex analysis, Formative AI has potential to create things by itself adding our fears of artificial intelligence replacing humans.

The three most common forms of Formative AI include: Generative AI, AI-assisted software development and Generative Adversarial Networks (GANs). GANs can also be considered as an application of Generative AI. According to Gartner, other emerging technologies in this trend include composite AI, differential privacy, small data and self-supervising learning. These technologies can be used by even enterprises looking to experiment with artificial intelligence and can leverage AI-augmented development, AI-assisted design, adaptive machine learning, ontologies and graphs, and even generative AI. This indicates that the applications of Formative AI range from synthetic data generation, drug discovery to train machine learning models or even design deepfakes with despicable intention. Gartner also predicts Formative AI will be used to streamline how mathematical and machine learning models are created and fine-tuned over time. Gartners Hype Cycle for Emerging Technologies explores the opportunities for organizations in their search for technology-enabled business transformation.

It is true that implementing artificial intelligence technologies will warrant significant investment for companies, but the rewards can far outweigh the initial outlay.While older applications of artificial intelligence like machine learning, computer vision, offer benefits beyond business profit, Formative AI offers freedom to major extent. For instance, suppose researchers need dataset to train an AI model that is not available readily or is insufficient, then they can employ Generative AI to create needed data for good predictions or analysis. Even AI augmented development can empower companies to mitigate staffing and training concerns that hinder AI adoption or scaling.

Moreover, Formative AI helps to reduce the costs of machine learning for enterprises, making it extremely attractive to cost-consciousbusinesses.

One of the popular examples of Generative AI is OpenAIs GPT-3. GPT-3 can create slide presentations, images; write programming code, articles and parse and translate texts and much more. There are nefarious uses of Generative AI through creation of deepfakes that causes security and privacy concerns. Hence, DARPA is pursuing the detection of deepfakes to counteract fraud, disinformation, instigation of social unrest.

Typically, most of the Gartners predictions are proven true with the passage of time. So, if the pursuit of Formative AI goes well, it will have a huge influence on the trajectory of applications of artificial intelligencein future. However, to achieve this we need to pay heeds to another Gartners Hype cycle technology i.e. Algorithmic Trust. As Gartner puts it Models based on responsible authorities are being replaced by algorithmic trust models to ensure privacy and security of data, source of assets and identity of individuals and things. So, we need to have trust algorithms in place to trust the artificial intelligence algorithms for the save use of Formative AI. Else the hype may fizzle out soon!

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Artificial Intelligence: The great oxymoron of our times – Mint

Michael Jackson was wrong, it turns out. It does matter if you're "Black or White". Algorithms that constitute the top oxymoron of our times, Artificial Intelligence (AI), have affirmed as much in their latest avataar as cyber-cops. Last year, a popular YouTube chess channel called Agadmator got suspended for flouting the site's guidelines. The reason for this, it has just emerged, was the 'racism' detected by AI cyber-cops in the use of words like "black" and "white" in conjunction with terms of aggression like "attack". Cyber-policing is done sneakily, and offenders are not notified of their violations, so it took an Indian avid chess player and scientist, Ashique KhudaBakhsh, 38, six weeks of experimentation to identify what led to the crackdown.

Chess players, of course, are known for an ability to escape traps, but that is usually if they have a human mind at the other end. On the internet, short of playing with chess pieces acceptable to rule-enforcers (pink and grey, anyone?), they may find the going hard.

Defenders of AI will offer the usual defence: that AI is imperfect right now, but is evolving so fast--a language tool called GPT-3 has started writing what many geeks consider poetry--that its 'intelligence' will start showing up soon. This optimism is drawn from another prized contradiction in terms called Machine Learning. All this is part of a technological revolution to minimize the role of human judgement, which is seen as fallible at the best of times. Human folly, we are all acquainted with. What few care to explain is how algorithms designed, fed and taught by fallible beings can be infallible.

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Sight diagnostics: Artificial Intelligence solution to help prevent blindness – The Financial Express

Research shows that DR is a leading cause of blindness and vision loss in adults, and early detection and treatment is critical to stopping the damage.

Sankara Eye Foundation and Singapore-based Leben Care are deploying a comprehensive retina risk assessment software-as-a-service platform in India. Netra.AI, the cloud-based artificial intelligence (AI) solution, is powered by Intel technology and uses deep learning to identify retinal conditions in a short span of time with the accuracy level of human doctors. Netra.AI can identify diabetic retinopathy (DR), reducing the screening burden on vitreoretinal surgeons.

India has one of the largest diabetic populations in the world and diabetic retinopathy is the major cause for vision loss and blindness in persons of working age. With Netra.AI, Sankara Eye Foundation and Leben Care have leveraged the power of Intel Xeon Scalable processors and built-in Intel Deep Learning (DL) Boost to accurately detect DR and enable timely treatment to effectively combat avoidable vision impairment and blindness in diabetic patients, said Prakash Mallya, VP & MD of Sales, Marketing and Communications Group, Intel India.

Why it matters: Research shows that DR is a leading cause of blindness and vision loss in adults, and early detection and treatment is critical to stopping the damage. However, the lack of trained retinal specialists in Indiaespecially in remote, rural regionslimits effective screening of asymptomatic patients. This results in patients presenting late with advanced diabetic eye disease.

Netra.AI analyses images from portable, technician-operated fundus camera devices, for immediate results of referable DR grading via a cloud-based web portal. The solution uses cutting-edge AI algorithms, developed in collaboration with leading retina experts, with a four-step deep convolutional neural network (DCNN). This neural network helps in detecting DR stage and annotating lesions based on pixel density in the fundus images. The solution can be expanded to other retinal conditions and glaucoma, helping to reduce the screening burden on healthcare specialists and focus key resources on patients who need immediate care and intervention.

So far, Netra.AI has screened 3,093 patients in India and identified 742 at-risk patients. The solution generates detailed reports within two minutes of uploading images and offers immediate and highly accurate diagnosis to help doctors provide instant counsel for patients needing a referral to the hospital.

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Steps taken by Government to use Artificial Intelligence for education transformation – The Statesman

The National Education Policy (NEP) 2020 has recommended introducing contemporary subjects like Artificial Intelligence in the curriculum, at relevant stages. The National Council of Educational Research & Training (NCERT) has initiated the process for the preparation of a new National Curriculum Framework for School Education in pursuance of the NEP, 2020 during which the possibility of introducing an introductory course on Artificial Intelligence (AI) at secondary level would also be explored.

Meanwhile, the Central Board of Secondary Education (CBSE) has introduced Artificial Intelligence as a subject in class IX from session 2019-2020 and in Class-XI from session 2020-2021 in their affiliated schools.

Artificial Intelligence has already been applied to education primarily in some tools that help develop skills and testing systems. Artificial Intelligence can drive efficiency, personalization and streamline administrative tasks to allow teachers the time and freedom to provide understanding and adaptability.

By leveraging the best attributes of machines and teachers, the vision for Artificial Intelligence is one where they work together for the best outcome for students.

All AICTE approved institutions have been suggested to offer Artificial Intelligence as an elective in B.Tech. courses and also start B.Tech course in Artificial Intelligence and Data Science to augment the human resource in Artificial Intelligence and Data Analytics. So far asthe Indian Institutes of Technology (IITs) are concerned,their Acts and Statutes allow them to have their own curriculum, academic & research collaboration with Institutions and Universities across the world.

Most of the IITs offer various Artificial Intelligence related courses such as Deep Learning Foundations & Applications, Foundation of Artificial Intelligence and Machine Learning, Reinforcement Learning, Probabilistic Reasoning in Artificial Intelligence, Predictive & Prescriptive Data Analytics, Deep Learning, System Identification, Cyber-Physical Security, Digital Image Processing, etc. Besides, IITs also organize short term programmes, inter-alia, on Artificial Intelligence for the working professional and interested students.

The information was given by the Union Minister for Education Ramesh Pokhriyal in a written reply in the Lok Sabha today.

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Famous Russian phrases auto-completed by artificial intelligence – Russia Beyond the Headlines

Leo Tolstoy

We took the most iconic quotes from Russian literature together with proverbs and let a neural network auto-complete them. That turned out to be fun!

Ever wondered if artificial intelligence could be as poetic and insightful as famous writers? Well, we took a handful of phrases by Russian writers, quotes from their novels, as well as folk proverbs and then asked the Write With Transformer web app to complete them. Below you can find both the original version and the one completed by a neural network. Let us know in the comment section which one you like more!

1. Original: All happy families are alike, each unhappy family is unhappy in its own way. (The beginning of Leo Tolstoys Anna Karenina)

A still from 'Anna Karenina' movie

Auto-completed: All happy families are alike... they all have one thing. But how often have we heard, or read of families of one sex, who have had children with each other, and have become estranged from the rest of their families?

2. Original: If your wife has been unfaithful to you, rejoice that she has betrayed merely you, and not your country. (A quote from Anton Chekhovs Life is Wonderful short story)

Auto-completed: If your wife has been unfaithful to you... and you don't know why, you should seek for a cause with God, and if you can find it, try to change it.

3. Original:Russia cant be understood with the mind alone,No ordinary yardstick can span her greatness:She stands alone, unique In Russia, one can only believe.

(A poem by Fyodor Tyutchev)

Auto-completed: Russia cant be understood with the mind alone because theres only one reality, and that reality is a total lie. In order to understand the truth one must first know the meaning of life: it is the goal of human existence and the only realization of all.

4. Original: Am I a trembling creature or have I the right? (A quote from Dostoyevskys Crime and Punishment)

A still from 'Crime and punishment' movie

Auto-completed: Am I a trembling creature or have I the right ... to have my head pierced by an angel's blade? How can I be happy that I am a trembling creature or have I the right to make a mistake?

5. Original: Life is too short to waste it on diets, stingy men and bad moods. (A witty quote from famous Soviet actress Faina Ranevskaya)

Auto-completed: Life is too short to waste it on other things, such as books and movies. There's no point at all in giving away your life to anyone else. You know what? You can't be in that life at all if you don't know anything about life. The more time you spend in the present, the less likely you are to change anything.

6. Original: Russia has two misfortunes: fools and roads. (An aphorism allegedly belongs to Nikolai Gogol)

Auto-completed: Russia has two misfortunes to fix. Firstly, it doesn't have to be in Europe, it can just be in America, as long as they have to live in Europe. Second, when there is a country that has a different approach to the European Union, it doesn't have to be the UK.

Or another version of the neural network: Russia has two misfortunes and its hard not to assume that any one of them has a positive effect on the situation. The only way to prove it is to see if the US and Russia are going to be able to take care of each other.

7. Original: I still recall the wondrous moment:When you appeared before my sightAs though a brief and fleeting omen,Pure phantom in enchanting light.

(A poem by Alexander Pushkin)

Auto-completed: I still recall the wondrous moment a small boy stood in front of me, his face hidden in a large black mask, in a tiny garden surrounded by trees that looked like the remains of a giant cactus. I looked at him, as if I were seeing a ghost.

8. Original: He who does not work, neither shall he eat. (An aphorism from the New Testament widely used by Russian revolution leader Vladimir Lenin)

Auto-completed: He who does not work hard and keeps on doing what he does best will get a fair share of the profits.

9. Original: What is the strength in, brother? All strength in truth. (A quote from the movie Brat 2)

A still from 'Brother-2'

Auto-completed: What is the strength in, brother? Strength is a matter of faith.

10. Original: A spoken word is not a sparrow. Once it flies out, you cant catch it. (A proverb)

Auto-completed: A spoken word is not a sparrow... as some might think. Rather a small, delicate, and delicate insect can be a bird, a tree, a leaf, or even a horse; if they know where to go, then when they get to the top, they don't miss a chance to get down to their own roots.

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IAB Artificial Intelligence Group To Build Standards, With Focus On AI, Machine Learning, Bias 03/10/2021 – MediaPost Communications

The AI Standards Working Group, co-chairedby IBM Watson Advertising and Nielsen, today released theguideArtificial Intelligence Use Cases and BestPractices for Marketing, which is intended to help executives, marketers, and technologists get the most from artificial intelligence (AI) and machine learning (ML). The announcement was made duringthe IAB ILM annual conference.

The guide -- which provides dozens of working examples -- draws directly from the real-world experience of the co-chairs as well aspublishers, agencies, and ad-tech companies. Itincludes nine use cases that span internal robotic process automation and data migration for agencies as well as AI use cases for creative,contextual, video, and more.

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David Olesnevich, head of product at IBM Watson Advertising, and IAB AI Standards Working Group co-chair, believes the work and the guideprovide a road map through insights driven by conversations about real-world challenges faced daily by some of the industry's largest brands.

It felt natural toform this group, so we reached out to IAB to generate momentum, because with privacy forwardness, changes in identifiers, and government regulators we will need technology that canscale, he said. We believe thats AI.

AI was once deployed in advertising at the DSP level, which is very transactional, but now is beingused across the entire stack, including planning and the development of creatives.

Bias is one of the key topics the group will address, based on feedback fromindustry participants following todays release.

The reason why bias is scheduled to be the next topic of discussion is because it was on everyonesradar, he said, adding that it is an issue the group will address head on with other partners like Dentsu, GumGum, and Dun & Bradstreet.

EvenGoogle is using AI to create Cohorts.

Onegoal of the guide is to share different perspectives on how AI and ML could work, along with adoption, as well as to understand different views based on groups within the industry.

Feedback from C-suite agency executives suggests they are apprehensive about aligning AI and ML to their business priorities and objectives, how to ensure teams havethe skills they need to use the technology, and finding ways to implement solutions with a third-party partner or leveraging existing internal resources.

Despite theconcerns, C-suite agency executives do expect the technologies to create a competitive advantage, and to increase profit margins by reallocating manual effort against work by offloading criticalbusiness function, leaving the tedious tasks to machines.

Marketers have a different take on what the technologies can do, and the apprehensions that might keep themfrom using them.

Marketers look toward AI and ML to automate ad creation for addressable and non-addressable programmatic media formats, automatic media mix modelingbased on brand and performance metrics, and optimize audiences based on addressable and non-addressable programmatic media formats.

They are apprehensive about the biastheir efforts might create. When it comes to bias, they wonder whether a media vendor is using AI or ML to benefit them or their clients, and are concerned about the lack of human touch that resultsin issues at the account level, and will adoption help or hurt their career development.

Technologists are also concerned that the algorithms running the AI and MLcould be biased and assume certain behavior based only on race or gender. They also have concerns that AI-based systems might not perform fast enough or scale to their intended level, and that thedata to build a performant algorithm might not be available or affordable.

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IAB Artificial Intelligence Group To Build Standards, With Focus On AI, Machine Learning, Bias 03/10/2021 - MediaPost Communications

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Disaster recovery and the cloud – three options for 24/7 businesses – ITProPortal

Now that organizations around the world have switched to working from home, it is more important than ever for systems and data to remain available 24/7. Across industries, from online retailers to healthcare organizations, even brief periods of downtime can have disastrous consequences. But avoiding service interruption is a tough task for IT departments, who work around the clock, and in many cases have fewer resources than usual.

As a result, IT professionals always have an eye on potential cost savings, with many looking to modern cloud solutions as a source of efficiency and a potential move away from major capital IT projects. However, it is impossible to make significant efficiency gains without a well-established cloud strategy and an effective user adoption plan. Whats more, these must be implemented in a way that contributes to a more resilient IT environment, which is a prerequisite for 24/7 availability.

Organizations pursuing a cloud-first strategy should realize that there is simply no universal model for housing disaster recovery (DR) in the cloud. However, they can choose from three options, each of which has the potential to meet todays technology and business priorities. These include hosting Disaster Recovery in a public cloud, hosting VMware environments in a public cloud, or the option of implementing disaster recovery as a Service (DRaaS).

But where do the merits of each of these options lie, and why might an organization consider embarking on such a path ahead of their existing approach?

For organizations looking for the lowest-cost model, purchasing infrastructure-as-a-service (IaaS) from a public cloud provider is often the most suitable option. Trading in a physical secondary location for a public cloud destination drastically reduces investment costs and hours spent on maintenance, day-to-day management and upgrades. This remote storage in the cloud - without the need for human intervention - represents a more simple and affordable way to meet data protection requirements. This applies, among other things, to compliance with the 3-2-1 backup rule, which requires organizations to keep three copies of their data on two different data carriers, one of which must be stored at an external location.

Public cloud providers offer their customers on-demand IT resources to meet evolving business needs. This makes it a lot easier to scale alongside data growth than if an organization arranges everything itself. In public clouds such as AWS, Azure, Google Cloud, IBM Cloud and Oracle, numerous services are available to help organizations cover themselves against downtime in a way that would otherwise only be achievable with great difficulty and significant in-house investment.

Organizations with VMware-based virtualization environments have historically faced specific complexities in moving to the cloud, including applications that do not lend themselves to a direct migration or a IaaS solution. In many cases, this is the point at which large companies have previously opted to leave the cloud option behind, being unwilling to spend time and money on a major overhaul of all their applications and configurations. However, Oracle Cloud, Microsoft Azure, and Google Cloud now offer the capability to migrate and protect native workloads while preserving policies and configurations for VMware in the same way as an on-premises environment.

As a result, organizations no longer have to adapt their applications, so DR migration relating to VMware environments is much faster and requires minimal changes. This gives large organizations the freedom to optimize their DR without the tremendous complexity traditionally associated with a cloud-based backup and DR strategy.

The primary reason organizations are moving to disaster recovery-as-a-service (DRaaS) is that they simply lack DR capabilities in-house. But in addition, other important reasons might be that they need to improve recovery objectives or that their DR capabilities are limited to tape backups. With DRaaS, however, they can partner with a cloud specialist who can help them achieve their Recovery Time Objectives and Recovery Points Objectives and provide them with expert support. In doing so, they can offload their backup and DR tasks to a level that makes them feel comfortable.

In this scenario, a DRaaS provider takes care of the implementation to ease the pressure on the IT department. And if the organization has to meet specific compliance requirements or has a need for self-service options, the DRaaS partner can also provide customization.

The net result is that DRaaS provides access to many of the benefits of the public cloud, such as reliability and scalable support for the 3-2-1 rule. This is complemented by specialist support from the DRaaS partner that contributes to mature backup and DR processes and thus a more resilient IT infrastructure. This allows for better recovery time objectives (RTOs) and recovery point objectives (RPOs) while making it much easier to test these procedures more regularly with little or no disruption to business processes.

For any modern organization focused on 24/7 availability, moving DR infrastructure to the cloud represents a logical step. Not only can hosting backups and DR in the cloud help organizations achieve significant cost savings, but it can also lay the foundation for a resilient IT environment that will also benefit other cloud initiatives. Thanks to all the innovations in cloud computing in recent years, and the support for hosting VMware environments in the public cloud in particular, there are options for cloud-based DR available for organizations of all shapes and sizes.

Given the variety of internal and external risks that todays highly connected, digitally transformed businesses face, robust and resilient DR that allows organizations to return to business as usual without delay is essential. Resilient IT allows businesses to be ready for any type of disruption, planned or unplanned, allowing them to mitigate the risk of downtime and focus on the projects that drive transformation.

By placing the emphasis on resilience, networks can be built with the ability to seamlessly adapt to change while protecting business functions and customers from all types of disruptions and disasters, from technology misconfiguration, cyber attacks and even natural disasters. In todays uncertain and rapidly changing circumstances, these are valuable capabilities.

Gijsbert Janssen van Doorn, Director of Technical Marketing, Zerto

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The inventor of the WorldWideWeb exclusively at CloudFest! Web Hosting | Cloud Computing | Datacenter | Domain News – Daily Host News

When surfing in the water, you move from wave to wave. When surfing the Internet, you jump from web page to web page via clickable hyperlinks or move within a web app. In 1989, Tim Berners-Lees concept for a network based on servers, links, and browsers the WorldWideWeb (www.) was convincing.

The Internet was conceived by several people, but the World Wide Web was conceived by only one man. A holistic system that revolutionized Internet use and provided a space for global exchange!

Sir Tim made history with his core question: How can we optimize and properly network the untapped potential of computers connected to each other via the Internet? Despite some setbacks, he eventually succeeded in creating the 3 most significant technologies of the Web: HTML, URL and HTTP.

After the first website was made available to everyone, the WorldWideWeb and its spread were unstoppable! Since then, the power of this development has determined and controlled every process, even in the private lives of individuals, and has changed our entire way of thinking.

The background to this great story and even deeper insights will be told by Sir Tim Berners-Lee himself at CloudFest 2021 an exclusive interview with the man of the Internet revolution should definitely be entered in everyones diary!

CloudFest 2021 will take place between March 23-25, 2021. The three-day virtual event will cover everything that is trending in Cloud. Get ready to explore content built around three unique themes for the three days The Intelligent Cloud, Web Pros in The Cloud, and The Secure Cloud.

The event is the annual get-together of the leading cloud professionals and experts. This year, the event will take place virtually due to the COVID-19 restrictions. However, it promises much more content and networking opportunities this year.Many other highlight speakers will ensure a content marathon at this years CloudFest! For more information visit: https://www.cloudfest.com/

Register now for free for CloudFest 2021 and get more input from the world of cloud and hosting in 3 days:https://www.cloudfest.com/reg?code=TimBernersLeeCloudFest21

Daily Host News (DHN) is the official media partner of CloudFest 2021. Follow us at @dailyhostnews to get more updates or subscribe to our newsletter to get all the latest updates in your inbox.

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The inventor of the WorldWideWeb exclusively at CloudFest! Web Hosting | Cloud Computing | Datacenter | Domain News - Daily Host News

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