Category Archives: Deep Mind

A New Review of Dozens of Studies Found These Are the 8 Most Effective Ways to Stop Worrying and Calm Your Mind – Inc.

Forget the "hot vax summer"we were all looking forward to back in June. All of a sudden, there is a lot to worry about again, from virus variants to uneven economic indicators (and we won't even get into the fact that huge swaths of the planet are literally on fire).

People may be holding up surprisingly well given what a hellish time we've been through, but more personal experience and psychological surveys suggest pandemic stress is also taking a toll on our bodies and minds.

What's the best way to cope if accumulated worries and concerns won't stop replaying in your head? A team of psychologists recently reviewed no fewer than 36 randomly controlled trials --the "gold standard" of scientific research -- to figure out which stress- reduction strategies actually work best.

The good news is that it is possible to take relatively simple actions that will stop negative thoughts and anxieties from circling your brain, raising your stress levels, and ultimately affecting both your mental and physical health.

"We found that these various psychological interventions reduced participants' worry and rumination (by a medium-sized amount in statistical terms), with corresponding small, but positive, improvements in their health behaviors. This suggests that it's possible to learn to worry (or ruminate) less, and that these changes will in turn trigger healthier lifestyles, which if maintained over time, will help to protect your long-term health,"two University of Leeds researchers behind the work reported recently in Psyche.

What are these magic interventions? The researchers list eight.

1. Create a worry budget.

You'll never stop yourself from worrying entirely, but you successfully corral your worries into specific times. "Each day, give yourself a limited number of worry windows during which you allow yourself to think about what is bothering you, or even schedule a specific time of day for challenging your worries," the researchers suggest. This not only keeps your day from being overtaken by worries but also limits the physical toll stress takes on your body by limiting its duration. They recommend you choose a time later in the day but not immediately before bed.

2. Write down your worries

A host of research has shown expressive writing (a.k.a. just writing down your thoughts for yourself and no one else) is an excellent way to clear your mind of nagging worries and improve your mental health.

3. Make a list.

Life can feel uncontrollable and your challenges vast. Actually listing them out has a tendency to cut them down to a more manageable size. "Seeing them spelled out will help you to understand which tasks are most important, which are achievable, as well as to identify those that are out of your control. Inevitably, highlighting where to focus your energy and how to best manage the daily hassles in your life means you are less likely to worry about them,"explainthe scientists.

4. Try some mindfulness

What you can't change, you're just going to have to accept. Mindfulness can help. "Open up to unpleasant feelings, and learn not to overreact to them, and try not to avoid triggering situations. If you feel too overwhelmed, then consider turning your focus on the present moment,"the authors recommend.

5. Adopt a personal mantra.

Super achievers like Melinda Gates are big believers in mantras. This science suggests they're on to something. "Consider developing a 'mantra,' or a saying, that you repeat to yourself when you begin to notice yourself worrying. Something like 'Not now, James' or 'Save it for later, Laura'might work well. Or you could use something deeper and more meaningful, such as 'Nothing lasts forever' or 'It will get done.'Whatever your approach, it's important to make your mantra personal,"suggests the researchers.

6. Distract yourself.

You probably use this strategy already, but it's nice to know that science endorses it. Sometimes when you're stressing out, the best approach is simply to distract yourself with music, a good book, or whatever else is likely to give your brain a much needed rest.

7. Focus on your body.

Worries have a tendency to loop back on themselves, creating repetitive negative thoughts that lead to more stress but no solutions. When you notice you're getting stuck in this cycle, the first order of business is breaking out of it. "Spend at least a few minutes paying particular attention to your breathing or giving your toes a wiggle. Pause and reflect -- how do they feel? This type of refocusing via your senses can also help,"insist the experts.

8.Get active.

This particular study didn't delve into the effects of exercise on stress, but the authors feel compelled to note that a separate mountain of exercise suggests working up a sweat is one of the most effective mood boosters out there. One Harvard researcher even claimed exerciseis like "taking a little bit of Prozac and a little bit of Ritalin."

There's a lot to stress about these days. Thankfully, there are also a lot of research-backed interventions for fighting back. Choose the one that seems best suitsyou and give it a try the next time you feel worry taking over your mind.

The opinions expressed here by Inc.com columnists are their own, not those of Inc.com.

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A New Review of Dozens of Studies Found These Are the 8 Most Effective Ways to Stop Worrying and Calm Your Mind - Inc.

Four Policies that Government Can Pursue to Advance Trustworthy AI – uschamber.com

This past July, DeepMind, an artificial intelligence (AI) lab in London, announced a groundbreaking discovery. Using an AI technology called AlphaFold, DeepMind was able to predict the shapes of more than 350,000 proteins, 250,000 of which were previously unknown, and help develop entire new lifesaving drugs and other biological tools, which is particular helpful in the fight against COVID-19.

Broadly, AI is poised to transform the way Americans work, socialize, and other numerous facets of our lives. Deepmind is not the only example of AIs benefits. AI has been cited to improve weather forecasting, make access to finance more inclusive, and keep fraudsters at bay. But like any technology, AI presents some risks too. To fully enable the benefits of AI, it is incumbent on policymakers to advance polices to facilitate trustworthy AI.

A recent report from the U.S. Chamber Technology Center (C_TEC) and the Deloitte AI Institutes highlights the proper role of the federal government in facilitating trustworthy AI and the importance of sound public policies to mitigate risks posed by AI and accelerate its benefits. Based on a survey of business leaders across economic sectors focused on AI, the report examines perceptions of the risks and benefits of AI and outlines a trustworthy AI policy agenda.

Through the right policies, the federal government can play a critical role to incentive the adoption of trustworthy AI application. Here are four key policy areas the government can pursue:

1. Conduct fundamental research in trustworthy AI: Historically, the federal government has played a significant role in building the foundation of emerging technologies through conducting fundamental research. AI is no different.

2. Improve access to government data and models: High quality data is the lifeblood of developing new AI applications and tools, and poor data quality can heighten risks. Governments at all levels possess a significant amount of data that could be used to both improve the training of AI systems and create novel applications.

3. Increase widespread access to shared computing resources: In addition to high quality data, the development of AI applications requires significant compute capacity. However, many small startups and academic institutions lack sufficient computing resources, which in turn prevents many stakeholders to fully access AIs potential.

4. Enable open source tools and frameworks: Ensuring the development of trustworthy AI will require significant collaboration between government, industry, academia, and other relevant stakeholders. One key method to facilitate collaboration is through encouraging the use of open source tools and frameworks to share best practices and approaches on trustworthy AI.

The United States has an enormous opportunity to transform its economy and society in positive ways through leading in AI innovation. As other economies contemplate their approach to trustworthy AI, this report outlines a path forward on how U.S. policymakers can pursue a wide range of options to advance trustworthy AI domestically, and empower the United States to maintain global competitiveness in this critical technology sector.

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Four Policies that Government Can Pursue to Advance Trustworthy AI - uschamber.com

England vs India 2nd Test, Day 3 as it happened: Roots marathon ton guides hosts to 27-run lead – Scroll.in

3.00 pm: Hello and welcome to live coverage of day three of the second Test between India and England at Lords.

England captain Joe Roots latest rescue mission with the bat could not prevent India maintaining their grip on the second Test at Lords on Friday.

The hosts were 119/3 at stumps on the second day, still 245 runs adrift of Indias first-innings 364.

But amid yet another top-order collapse, star batsman Root was 48 not out.

Root had come in with England struggling at 23/2 after Mohammed Siraj took two wickets in successive deliveries with the recalled Haseeb Hameed out for a golden duck.

Together with Rory Burns, Root repaired some of that damage in a third-wicket partnership of 85 before the left-handed opener was lbw to Mohammed Shami for 49.

Earlier James Anderson took 5/64 as India were dismissed after resuming on their overnight 276/3 having lost the toss.

It was the 31st time in 164 matches that Anderson had taken five wickets in a Test innings and the seventh occasion at Lords.

AFP

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England vs India 2nd Test, Day 3 as it happened: Roots marathon ton guides hosts to 27-run lead - Scroll.in

Deshbhakti Curriculum to be implemented in Delhi Govt schools. Here is what it will cover – Mint

To instil patriotism in young minds, Deshbhakti Curriculum will be implemented in Delhi schools on the 75th anniversary of Independence, Chief Minister Arvind Kejriwal announced on Saturday.

Earlier in the day, the SCERT director presented a copy of the Deshbhakti Curriculum Framework to Kejriwal.

The CM said, We kept on teaching Physics, Chemistry, Maths for 70 years, no one thought of teaching children Deshbhakti. I am delighted that the Deshbhakti Curriculum will be launched in schools of Delhi to instil patriotism in young minds."

Kejriwal had announced the vision of the Deshbhakti Curriculum on the 73rd Independence Day celebrations in 2019.

When we started working on the Deshbhakti Curriculum two years ago, we did not know how it would be and how it would happen. It is a dynamic and constantly evolving process. We have learnt a lot during its pilot and will continue to learn more with time," he said.

We also have to take care of the assessment intricately. While we keep our anecdotal experiences in mind we have to objectively assess if patriotic feelings are actually being instilled in the minds of our children," he further added.

What is Deshbhakti Curriculum?

The Deshbhakti Curriculum Framework of the Delhi government aims to develop a deep sense of respect towards the constitutional values and seeks to bridge the gap between values and action, according to a statement from the government, an official statement said.

The curriculum follows the pedagogical guidelines of the National Curriculum Framework 2005, and focuses on child-centered and critical pedagogies and ideas of National Curriculum Framework 2020, it added.

The framework acknowledges that while students' learn various aspects of Indian democracy and the Constitution as part of their existing curricula, these are currently limited to being academic subjects to be learnt and tested in exams.

"There is very little scope to relate values such as equality and fraternity to their daily lives. The Deshbhakti Curriculum seeks to build a deeper understanding of these values and make it part of children's behaviour. Therefore, the stress is also on connecting to children's lives outside of school," the statement said.

The curriculum aims to develop among students self-confidence, awareness, respect for constitutional values, and a problem solving mindset, and empower them to face challenges and bring about changes to take the country forward.

The three themes of the Deshbhakti Curriculum are knowledge, values and behaviour.

Through this curriculum, eight learning outcomes are sought to be achieved which are: self-awareness, self-confidence, problem solving, practising constitutional values, pluralism and diversity, environmental sustainability, ethical social behaviour, collaboration, and social and civic responsibility.

Evaluation for this curriculum shall be through self-assessment, peer assessment, and assessment by teachers, the statement said.

(With inputs from agencies)

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Deshbhakti Curriculum to be implemented in Delhi Govt schools. Here is what it will cover - Mint

Trouble at Google’s DeepMind and tech workers not going back to the office – Business Insider

Hello, and welcome to this week's edition of the Insider Tech newsletter, where we break down the biggest news in tech, including:

Insider learned that an investigation of DeepMind founder and Google VP Mustafa Suleyman came after years of internal complaints.

Here's a copy of the leaked email that DeepMind sent to the staff about it all.

When startup Workato reopened its Mountain View office on June 15, no one showed up, even though workers had overwhelmingly said in a survey they wanted to come back. The company had to create safety tracking tech to reassure workers.

That's an extreme example of a bigger trend. Many tech companies are in a new reality, where workers are calling the shots over staying at home or coming in.

A Silicon Valley VC says: 'It's a bad career choice'

One Gen Z VC tells Insider that, despite $210,000 in compensation, policies that forbid associates to angel invest hurt their careers.

Amazon's relationships with its cloud partners are getting incredibly tense, insiders tell Insider.

Amazon delivery drivers say there's a 'giant war' between them and the company as they struggle to meet package quotas.

Google Cloud could take on rivals AWS and Microsoft with lots of acquisitions, especially something big. Here's what analysts would like it to buy.

Insider has exclusive data suggesting Uber is beginning to fix its driver supply problem.

From powerful CTOs to budding coders, these are the people reinventing Silicon Valley.

Thanks for reading, and if you like this newsletter, tell your friends and colleagues they can sign up here to receive it.

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Alserkal is serving up isolation tanks and other mind altering activities this month – Time Out Dubai

Ready to connect with your creative side?

One of our favourite parts of living in Dubai is being able to connect with an international community of creatives. Alserkal Avenue never fails to get us excited about the UAE arts scene, and this month is no different.

Sunrise outings, isolation tanks, creative workshops, film screenings, and a deep listening experience are available at Alserkal this month sound good? Then youve got to check out Some Time Away.

This programme of events and activities explores isolation, creativity, mirage, madness, and engagement with nature. Some workshops are first come first serve by signing up on the Alserkal website, and some are randomly selected when you send an email to rsvp@alserkal.online, so be sure to read through each activity youre interested in to find out how to participate.

Were planning to camp out on the avenue so we dont miss any of the action.

Saturday August 14 Saturday August 14 is themed illusion with activities that are designed to explore the limits of your mind. Mingle with artists at the Amok conversation chamber, experience the deep listening room, catch two surreal films: Solaris and Zaougaty wel Kalb, and participate in a discussion about the power of rituals. Looking to take the illusion to another level? Drain is a meditative workshop where you produce artwork in isolation and silence for four hours. Were ready.

Saturday August 21Act III is called revival, and includes a pre-sunrise excursion to the sea. Youll get to swim, meditate, photograph water and learn to observe the world. Other activities include solitary walks, deep listening, a conversation about writing colour, and two film screenings.

Thats your August sorted.

Free. Aug 7; Aug 14; Aug 21. Alserkal Avenue, Al Quoz. alserkal.online/programme/some-time-away

Check out this kawaii new Japanese minimartKirakuya is open now in Mina Rashid featuring all the quirky Japanese products you could ask for.Read more here.

Try this incredible dim sumWeve gathered 14 of the citys best dim sum spots for a delicious afternoon.Read more here.

BarastiLand is open for the summerCheck out this awesome indoor party spot with tonnes of great summer offers.Read more here.

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Alserkal is serving up isolation tanks and other mind altering activities this month - Time Out Dubai

Embodied AI, superintelligence and the master algorithm – TechCrunch

What will take us from potential to reality in the next 18 months?

Chris NicholsonContributor

Superintelligence, roughly defined as an AI algorithm that can solve all problems better than people, will be a watershed for humanity and tech.

Even the best human experts have trouble making predictions about highly probabilistic, wicked problems. And yet those wicked problems surround us. We are all living through immense change in complex systems that impact the climate, public health, geopolitics and basic needs served by the supply chain.

Just determining the best way to distribute COVID-19 vaccines without the help of an algorithm is practically impossible. We need to get smarter in how we solve these problems fast.

Superintelligence, if achieved, would help us make better predictions about challenges like natural disasters, building resilient supply chains or geopolitical conflict, and come up with better strategies to solve them. The last decade has shown how much AI can improve the accuracy of our predictions. Thats why there is an international race among corporations and governments around superintelligence.

Highly credible think tanks like Deepmind and OpenAI say that the path to superintelligence is visible. Last month, Deepmind saidreinforcement learning (RL) could get us there, and RL is at the heart of embodied AI.

Embodied AI is AI that controls a physical thing, like a robot arm or an autonomous vehicle.It is able to move through the world and affect a physical environment with its actions, similar to the way a person does. In contrast, most predictive models live in the cloud doing things such as classifying text or images, steering flows of bits without ever moving a body through three-dimensional space.

For those who work in software, including AI researchers, it is too easy to forget the body. But any superintelligent algorithm needs to control a body because so many of the problems we confront as humans are physical. Firestorms, coronaviruses and supply chain breakdowns need solutions that arent just digital.

All the crazy Boston Dynamics videosof robots jumping,dancing, balancing and running are examples of embodied AI. They show how far weve come from early breakthroughs in dynamic robot balancingmade by Trevor Blackwell and Anybots more than a decade ago. The field is moving fast and, in this revolution, you can dance.

Challenge 1: One of the challenges when controlling machines with AI is the high dimensionality of the world the sheer range of things that can come at you.

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Embodied AI, superintelligence and the master algorithm - TechCrunch

Tshola had a generous heart and mind – IOL

IN 1973 October, the Anti Antiques, the legendary musical band from Lesotho, came to play at Butha-Buthe High School in Lesotho where I was a student.

Tsepo Mobu Tshola and his younger brother were on the vocals, each with a tambourine beating against the thigh. They wowed the 400 or so teenagers that were cramped in the school hall jiving their way into midnight.

This was but one very early station of this giant on his 67-year life journey to greatness.

Five years later, they would wow us at the National University Netherlands Hall, this time having reincarnated themselves as Uhuru. On their return from a sojourn in London, they changed their name to Sankomota, and became the band to listen to.

I was then in Mmabatho working in the homeland government of Bophuthatswana when, in 1992, Sankomota took music to new heights. In subsequent years Tsola, also known as the Village Pope, would be a guest of honour on stages in South Africa.

Tshola will be remembered as a community builder of note.

He lives in projects, including one with Thami Mtshali of the Galela immune booster. With Tsola, Thami was driving the Awakening Africa project to ensure that Africa takes its position in the world.

The late Mobu (meaning soil) has returned to the soil.

When the Covid-19 pandemic struck in March last year, a team of Basotho in South Africa and Lesotho established the Covid-19 Obe Lesotho under the Trust of Queen Masenate Mohato Seeiso.

Obe, which is a mythical animal in Lesothos oral culture in school music, was the most appropriate lyric. Tsola drew deep and played Obe and gave it new meaning.

As chair of the grouping, it was my task to call him to request permission to have Obe play in the background of the activities of Covid-19 Obe Lesotho.

He granted permission instantly and we chatted about this new danger we faced.

A few months later, as Covid-19s aggression subsided, I called him because I wanted him to be part of a concert by rising star Zwide Ndwandwe, from Empageni in Kwa-Zulu Natal. The youngster started the Madiba Jive as a legacy programme of peace building in South Africa through music. In the fifth version of Madiba Jive, Zwides wings were about to spread after I informed him that I would talk to the Village Pope to grace Madiba Jive and etch it forever in the memories of South Africans and the world.

I said:Ntate Tsepo, there is a young man with a vision and you can add brain and wind in his dream by gracing Madiba Jive fifth version in September.

He said: Ntate Lehohla, I am to receive an award in Mpumalanga on the same date and it is tricky, but if I am able to fly out of Richards Bay to Mpumalanga, take it as done.

This is a man who had a generosity of mind and heart. Unfortunately, the Madiba Jive could not raise enough funds to make the trip possible because of Covid-19 uncertainties that surrounded the mission.

Tshola put paid to the message King Moshoeshoe, the founder of the Basotho Nation gave to Basotho and the world the importance of global citizenry long before this was contemplated. He said it was in response to a colonial system that asked what the extent of Lesotho was. His response was a superior philosophy.

Wherever there is a Mosotho, that is Lesotho.

Tshola enjoined Lesotho and South Africa.

Among mourners of note from South Africa at his funeral was EFF leader Julius Malema, and we should appreciate the project of enjoining Africa as one. He uena Africa, Khale u lutes Hae, tsamaea u eo ipatlela sa ho phela tsoha u iketsetse.

May the soul of Tsepo Tsola rest in peace.

Dr Pali Lehohla is the former statistician-general of South Africa and former head of Statistics South Africa. Meet him at http://www.pie.org.za and @Palilj01.

BUSINESS REPORT ONLINE

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Keeping the faith: Remembering gratitude can help us extend love to others, transform world – The Columbus Dispatch

Lama Kathy Wesley| Special to The Columbus Dispatch

All the worlds faith traditions agree on one point: Love is the answer.

No matter what the problem is fear, anger, jealousy, sadness love can assuage the hurt and build a bridge from a moment of pain to a moment of healing. And in many traditions, its said the God is love so love can be a bridge to the divine, as well.

In fact, it almost seems perfect until we get to the how part.

How do we find the love? Where do we look? And what do we do when we cant see it?

Twenty-six hundredyears ago several centuries before Jesus of Nazareth was born - a spiritual seeker in India, who had fasted,prayedand meditated for six years on a riverbank, experienced a spiritual illumination that gave him some answers to those questions.

TheBuddhaShakyamuni, as he was known, taught widely in northern India, walking on foot from town to town, gathering disciples and preaching a philosophy of love and non-violence.

His teachings, summarized in the collection known as the Dhammapada, or path of truth, begin with the acknowledgement that our thoughts determine our experience of the world at every turn:

We are what we think,

All that we are arises with our thoughts,

With our thoughts,

We make the world.

He went on to say that if we think, speak and act with a selfish mind feeling superior to others and looking down on others we experience mental suffering and disquiet; and if we think, speak and act with an unselfish mind recognizing the qualities of others, understanding theirfaultsand holding them as dear as a member of our family we experience mental contentment and spiritual peace.

For the Buddha, then, love begins as the acknowledgement that all those who live want to be happy but often dont know how to accomplish that happiness,often practicing harm in a mistaken attempt to gain comfort and security for themselves.

Soin this view, love begins when we recognize that other folks are just like us wanting happiness, but not quite capable of accomplishing it.

In this view, love isnt romance its connection. It is the wish that others have the happiness that we also want for ourselves. Its not either-or; its yes-and.

Finding that love can start with ourselves. We know how it feels to be happy; we know how it feels to be kind and to receive kindness. We also know how it feels to be miserable, and how it feels to be angry and resentful and push away the kindness of others.

And we know, deep inside us, which of these two feelings we prefer.

Many people remember the teachings of the childrens educator and entertainer Fred Rogers, who used to say that love can be born from feelings of gratitude. During his public appearances, Mister Rogers would frequently conclude his remarks by asking audience members to sit in silence for one minute, feeling gratitude for those who have loved us into existence.

Steeping ourselves in this love, in his view, was a way to find our way back to our heart, our truest spiritual home. And finding our way home was the start of sharing that love with others, whose pain he saw as being so evident that it needed immediate care.

Unusual to find Buddhist philosophy coming from a television personality who also happened to be an ordained Presbyterianminister, but not at all unusual when we consider that the attitude of love and kindness connect us to each other in ways that disarm our fear and anger and unhappiness.

The Buddha said it was important to train the mind to spend a little time each day letting our chattering minds subside by quietly observing the breath so we could clear out the confusing torrent of thoughts and feelings and be able to reflect on qualities like love and compassion and basic goodness.

Soif we want to find the love thats within us, we can start by justtakingseven or 10 mindfulbreaths, reflecting on gratitude for what we have, and then by using our imagination to mentally extend that goodness to other people.

Doing this exercise and including everyone in our imaginary circle of love even people we dislike or dont agree with is one way to make peace inside ourselves with those parts of ourselves we dont like and then inadvertently project out onto others.

And if we could perhaps take moments throughout our day to remember and steep in this gratitude and extend this love to others that we meet,how transformed would our world become then?

This moment in history might be the ideal time to try this out. Im in how about you?

Lama Kathy Wesley is a Columbus native and a Buddhistminister at the KarmaThegsumChlingBuddhist Meditation Center in Franklinton.

Keeping the Faith is a column featuring the perspectives of a variety of faith leaders from the Columbus area.

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Keeping the faith: Remembering gratitude can help us extend love to others, transform world - The Columbus Dispatch

AI use cases are expanding and evolving in healthcare – Tech Wire Asia

AI use cases are expanding and evolving in healthcare (Photo by STR / AFP) / China OUT (Photo credit should read STR/AFP/Getty Images)

Artificial intelligence (AI) is getting increasingly sophisticated at doing what humans do but more efficiently, more quickly, and at a lower cost.

The potential for AI in healthcare is vast, and PwC estimates the global market for AI healthcare applications will erupt from US$663.8 million in 2014 to US$6.7 billion in 2021. This increased demand correlates with a substantial rise in the complexity and abundance of data.

There are myriaduse cases for AI in the healthcare industry and it is often structured around typical processes that are used in the healthcare industry.

Lets take a look at how AI is helping key stakeholders like hospitals, diagnostic labs, and pharmaceutical companies in various ways.

In an era of technological ubiquity, data fuels innovation.

Data mining is being deployed to find insights and patterns from large databases.

The healthcare industry captures large volumes of patient records and with appropriate analysis of this data. Currently, the sector employs data mining to develop early detection systems by using clinical and diagnosis data.

Using machine learning tools, the healthcare sector can address a plethora of diseases prior to their occurrence.

Tech giants, such as Google and IBM are using AI to unearth patient data which are structured and unstructured. The data is extracted by mining medical records or by deciphering physician-patient interactions (voice and non-voice-based interactions).

According to Minds Field Globals report, AI has expanded substantially in the fields of medical imaging and diagnostics over the past couple of years, thereby enabling medical researchers and doctors to deliver flawless clinical practice.

Paving the way for quantification and standardization, deep learning is aiding in the prevention of errors in diagnostics and improving the test outcome, the report said.

Furthermore, AI is improving the assessment in medical imaging to detect cases such as malignancy and Diabetic Retinopathy (DR). It is also assisting with quantifying blood flow and providing visualization, it added.

The Da Vinci Surgery System was the first surgical robot that was approved by the FDA for general laparoscopic surgery 15 years ago.

Since then, many other surgical robots have been introduced. Including the current generation of robots that are integrating AI in surgery, the next generation will be powered by machine learning.

In the near future, we may witness AI platforms such as DeepMind, IBM Watson, and other advanced AI tools enabling physicians and hospitals to deliver promising surgical interventions.

Currently, IBM Watson has advanced medical cognitive and NLP capabilities to respond to queries by surgeons.

Furthermore, similar AI platforms aid in monitoring blood in real-time, detect physiological response to pain, and provide navigation support in arthroscopy and open surgery.

Inevitably, AI is revolutionizing the way pharmaceutical companies develop medicines. In fact, AI and ML have been playing a critical role in the industry and consumer healthcare business.

The McKinsey Global Institute estimates that AI and machine learning in the pharmaceutical industry could generate nearly US$100 billion annually across the US healthcare system.

From augmented intelligence applications such as disease identification and diagnosis, helping identify patients for clinical trials, drug manufacturing, and predictive forecasting, these technologies have proven critical to the sector.

Top pharmaceutical companies, including Roche, Pfizer, Merck, AstraZeneca, GSK, Sanofi, AbbVie, Bristol-Myers Squibb, and Johnson & Johnson have already collaborated with or acquired AI technologies.

Dashveenjit Kaur| @DashveenjitK

Dashveen writes for Tech Wire Asia and TechHQ, providing research-based commentary on the exciting world of technology in business. Previously, she reported on the ground of Malaysia's fast-paced political arena and stock market.

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AI use cases are expanding and evolving in healthcare - Tech Wire Asia