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IBM Just Committed to Having a Functioning 1,000 Qubit Quantum Computer by 2023 – ScienceAlert

We're still a long way from realising the full potential of quantum computing, but scientists are making progress all the time and as a sign of what might be coming, IBM now says it expects to have a 1,000 qubit machine up and running by 2023.

Qubits are the quantum equivalents of classical computing bits, able to be set not just as a 1 or a 0, but as a superposition state that can represent both 1 and 0 at the same time. This deceptively simple property has the potential to revolutionise the amount of computing power at our disposal.

With the IBM Quantum Condor planned for 2023 running 1,121 qubits, to be exact we should start to see quantum computers start to tackle a substantial number of genuine real-world calculations, rather than being restricted to laboratory experiments.

IBM's quantum computing lab. (Connie Zhou for IBM)

"We think of Condor as an inflection point, a milestone that marks our ability to implement error correction and scale up our devices, while simultaneously complex enough to explore potential Quantum Advantages problems that we can solve more efficiently on a quantum computer than on the world's best supercomputers," writes physicist Jay Gambetta, IBM Fellow and Vice President of IBM Quantum.

It's a bold target to set, considering IBM's biggest quantum computer to date holds just 65 qubits. The company says it plans to have a 127-qubit machine ready in 2021, a 433-qubit one available in 2022, and a computer holding a million qubits at... some unspecified point in the future.

Today's quantum computers require very delicate, ultra-cold setups and are easily knocked off course by almost any kind of atmospheric interference or noise not ideal if you're trying to crunch some numbers on the quantum level.

What having more qubits does is provide better error correction, a crucial process in any computer that makes sure calculations are accurate and reliable, and reduces the impact of interference.

The complex nature of quantum computing means error correction is more of a challenge than normal. Unfortunately, getting qubits to play nice together is incredibly difficult, which is why we're only seeing quantum computers with qubits in the 10's right now.

Around 1,000 qubits in total still wouldn't be enough to take on full-scale quantum computing challenges, but it would be enough to maintain a small number of stable, logical qubit systems that could then interact with each other.

And while it would take more like a million qubits to truly realise the potential of quantum computing, we're seeing steady progress each year from achieving quantum teleportation between computer chips, to simulating chemical reactions.

IBM hopes that by committing itself to these targets, it can better focus its quantum computing efforts, and that other companies working in the same space will know what to expect over the coming years adding a little bit of certainty to an unpredictable field.

"We've gotten to the point where there is enough aggregate investment going on, that it is really important to start having coordination mechanisms and signaling mechanisms so that we're not grossly misallocating resources and we allow everybody to do their piece," technologist Dario Gil, senior executive at IBM, told TechCrunch.

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Extending the life of the qubit | Temple Now – Temple University News

More reliable weather forecasts, new medicines, improved cyber security and data encryption. These are just some of the innovations that may be accomplished through quantum computing.

Now, Temples Department of Physics has joined a national effort, funded by the U.S. Department of Energy, to build and deploy an advanced quantum computer.

A quantum computer can solve problems that traditional computers cannot, said Professor of Physics Maria Iavarone, who is leading the departments effort. It can process an enormous amount of data in a much shorter time, which means that it is possible to solve much more complex problems and handle vastly larger data sets.

One of the biggest barriers to the construction of a quantum computer is the short life span of the information that lives in a qubit, the quantum analog to the traditional computer bit. Todays highest-performing qubits maintain information for, at most, only 100 microsecondsnot long enough for some calculations to be performed.

What contributes to a qubits extremely short life span, or decoherence, in a superconducting quantum system are material defects and imperfections at surfaces and interfaces, explained Iavarone.

Her lab will be using low temperature scanning tunneling microscopy, which enables scientists to understand the electronic properties of materials down to the atomic scaleessentially allowing the human eye to see a single atomto understand the basic mechanisms of decoherence.

Professor Iavarones group has a proven record of success applying scanning tunneling microscopy to superconductors and to other materials, says Jim Napolitano, professor and chair of the Department of Physics. That expertise will be critical to this national initiative and to developing the next generation of quantum computers.

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Greg Fornia

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IBM plans to build a 1121 qubit system. What does this technology mean? – The Hindu

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Last week, IBM said it will build Quantum Condor, a 1121 qubit quantum computer, by the end of 2023. The company claims the system can control behaviour of atoms to run applications, and generate world-changing materials to transform industries. IBM says its full-stack quantum computer can be deployed via cloud, and that it can be programmed from any part of the world.

The technology company is developing a super-fridge, internally codenamed Goldeneye, to house the computer. The 10-foot-tall and 6-foot-wide refrigerator is being designed for a million-qubit system.

What are Qubits and quantum computers?

Quantum computers process data exponentially faster than personal computers do. They deploy non-intuitive methods, coupled with lots of computing, to solve intractable problems. These machines operate using qubits, similar to bits in personal computers.

The similarity ends there. The way quantum machines solve a problem is very different from how a traditional machine does.

A classical computer tries solving a problem intuitively. If they are given a command, they attempt every possible move, one after another, turning back at dead ends, until they find a solution.

Quantum computers deploy superposition to solve problems. This allows them to exist in multiple states, and test all possible ways at once. And qubits, the fundamental units of data in quantum computing, enables these machines to compute this way.

In regular computers, bits have either 0 or 1 value, and they come in four possible combinations - - 00, 01, 10, 11. Only one combination can exist at a single point of time, which limits processing speed.

But, in quantum machines, two qubits can represent same values, and all four can exist at the same time. This helps these systems to run faster.

This means that n qubits can represent 2n states. So, 2 qubits represent 4 states, 3 qubits 8 states, 4 qubits 16 states, and so on. And now imagine the many states IBMs 1121 qubit system can represent.

An ordinary 64-bit computer would take hundred years to cycle through these combinations. And thats exactly why quantum computers are being built: to solve intractable problems and break-down theories that are practically impossible for classical computers.

To make such large and difficult calculations happen, the qubits need to be linked together in quantum entanglement. This enables qubits at any end of the universe to connect and be manipulated in such a way that not one can be described without referencing the others.

Why are qubits difficult?

One of the key challenges for processing in qubits is the possibility of losing data during transition. Additionally, assembling qubits, writing and reading information from them is a difficult task.

The fundamental units demand special attention, including a perfect isolation and a thermostat set of one hundredth of a degree above absolute zero. Despite strict monitoring, due to their highly sensitive nature, they can lose superposition even from a slightest variation. This makes programming very tricky.

Since quantum computers are programmed using a sequence of logic gates of various kinds, programmes need to run quickly before qubits lose coherence. The combination of superposition and entanglement makes this process a whole lot harder.

Other companies building quantum computers

There has been a lot of interest in quantum computing in recent times. In 2016, IBM put the first quantum computer in the cloud. Google launched Sycamore quantum computer last year, and said it was close to achieving quantum supremacy.

This month, IBM released its 65-qubit IBM Quantum Hummingbird processor to IBM Q Network members, and the company is planning to surpass the 100-qubit milestone with its 127-qubit IBM Quantum Eagle processor next year. It is also planning to roll out a 433-qubit IBM Quantum Osprey system in 2022.

D-Wave systems, a Canada-based quantum computing company, launched its cloud service in India and Australia this year. It gives researchers and developers in these two countries real-time access to its quantum computers.

Honeywell recently outlined its quantum system, and other technology companies like Microsoft and Intel are also chasing commercialisation.

The ongoing experiments and analysis speak volumes on how tech companies are viewing quantum computers as the next big breakthrough in computing.

Quantum computers will likely deliver tremendous speed, and will help in solving problems related to optimisation in defence, finance, and other industries.

IBM views the 1000-qubit mark as the point from where the commercialisation of quantum computers can take off.

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OSTP, NSF, DoE, and IBM make major push to strengthen research in AI and quantum – BlackEngineer.com

Almost a month after the White House Office of Science and Technology Policy, the National Science Foundation, and the Department of Energy announced over $1 billion for the establishment of 12 new artificial intelligence (AI) and quantum information science (QIS) research institutes nationwide, IBM announced its first IBM Quantum education and research initiative for Historically Black Colleges and Universities (HBCU).

Led by Howard University and 12 additional HBCUs, the statement said the IBM-HBCU Quantum Center will offer access to its quantum computers, as well as collaboration on academic, education, and community outreach programs.

In addition, as part of the companys continued efforts around diversity and inclusion, IBM will make a $100M investment in technology, assets, resources, and skills development through partnerships with additional HBCUs through the IBM Skills Academy Academic Initiative.

We believe that in order to expand opportunity for diverse populations, we need a diverse talent pipeline of the next generation of tech leaders from HBCUs. Diversity and inclusion is what fuels innovation and students from HBCUs will be positioned to play a significant part of what will drive innovations for the future like quantum computing, cloud, and artificial intelligence, said Carla Grant Pickens, Chief Global Diversity & Inclusion Officer, IBM.

The $1 billion announced by the White House Office of Science and Technology Policy, the National Science Foundation (NSF), and the U.S. Department of Energy will go to National Science Foundation-led AI Research Institutes hosted by universities across the country, including at the University of Oklahoma, Norman, University of Texas, Austin, University of Colorado, Boulder, the University of Illinois at Urbana-Champaign, University of California, Davis, and the Massachusetts Institute of Technology.

The 13 HBCUs intending to participate in the Quantum Center were prioritized based on their research and education focus in physics, engineering, mathematics, computer science, and other STEM fields. They include;

Albany State University Clark Atlanta University Coppin State University Hampton University Howard University Morehouse College Morgan State University North Carolina Agricultural, and Technical State University Southern University Texas Southern University University of the Virgin Islands Virginia Union University Xavier University of Louisiana.

Howard University has prioritized our efforts to support our students pathway to STEM fields for many years with exciting results as we witness more and more graduates becoming researchers, scientists, and engineers with renowned national companies. Our faculty and students look forward to collaborating with our peer institutions through the IBM-HBCU Quantum Center. Were excited to share best practices and work together to prepare students to participate in a quantum-ready workforce, said President Wayne A. I. Frederick.

The HBCUs who are part of the Skills Academy Academic Initiative include Clark Atlanta University, Fayetteville State University, Grambling State University, Hampton University, Howard University, Johnson C. Smith University, Norfolk State University, North Carolina A&T State University, North Carolina Central University, Southern University System, Stillman College, Virginia State, and West Virginia State University.

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Good Job, Whale – The Cut

A Cuviers beaked whale, pursuing excellence, probably. Photo: Heiti Paves/Getty Images/iStockphoto

It feels fair to say that, for humanity, things are not going so well generally speaking. But for whales? Also not great, thanks humanity! But for the Cuviers beaked whale, specifically? Well, I cannot speak for all of them, but what I can say is that they have reason to be proud. One Cuviers beaked whale has managed to shatter the record for longest deep dive by a marine mammal, holding its breath underwater for nearly four hours, which is really something. Gizmodo calls the achievement mind-bending, but I call it another example of cetacean excellence to add to the pile.

To be clear, Cuviers beaked whales are as a rule very good at holding their breath while they hunt deep sea squid. In fact, their proficiency in this category earned Cuviers beaked whales the coveted number 10 spot on our comprehensive whale power ranking. But whereas the previous record-holder for long dives logged two hours and 17 minutes below the surface, a new champion (tagged ZcTag066) has now reset that bar twice.

In 2017, researchers with Duke University and the Cascadia Research Collective saw ZcTag066 execute two impressive dives: one that lasted nearly three hours, and another, a week later, that lasted just over three hours and 42 minutes. The scientists published their findings in the Journal of Experimental Biology on Wednesday. Ultimately, though, these two data points wound up excluded from their set, amassed over the course of five years with an eye toward ballparking the Cuviers aerobic dive limits, because they followed a known [one-hour] exposure to a Navy mid-frequency active sonar signal, per Gizmodo. That exposure may have affected their typical foraging style.

But still, the dives happened, and I think thats whats important here. To quote Duke University Marine Laboratory animal behaviorist Nicola Quick, These guys blow our expectations! According to Gizmodo, the researchers approached their study expecting the whales would need to come up for air after about 33 minutes, a calculation they reportedly based on seals internal oxygen stores and diving limits. The median duration of the Cuviers beaked whales they tracked worked out to just under 78 minutes, so: Great job all around, whales, outstanding work per usual.

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What the strange case of horse mutilations in France reveals about our state of mind – The Guardian

The animals have been found missing ears and genitals, with eyes torn out, or deep, clean cuts to their bodies. The recent spate of horse mutilations reported across France has provoked horror and outrage. Satanic cults have been mooted, or individual perpetrators engaged in copycat crimes. But what if the panic reveals more about our collective state of mind in 2020 than any new and twisted form of human behaviour?

The reports started trickling in in January, but they picked up dramatically over the summer, until they were providing a sinister drumbeat to an already strange holiday season in France. Around 150 investigations of animal cruelty are under way, in more than half the countrys 96 metropolitan departments. Internet sleuths put the number of incidents closer to 200.

The outpouring of emotion on social media has been accompanied by efforts to organise vigils and share photos of vehicles lurking suspiciously close to fields and stables. On 7 September, the minister of the interior, Grald Darmanin, visited horse breeders in the northern department of the Oise and warned them not to take justice into their own hands. Two days later, the minister for agriculture, Julien Denormandie, announced that a dedicated phone line had been set up, where breeders could report incidents. One man has been arrested, but he was released after his alibi checked out. By then, a photofit portrait of him had been shared nearly 500,000 times on Facebook.

Not that those on Facebook are listening, but a few quiet voices have raised the possibility that no one is responsible for the shocking injuries. On 3 September, Le Monde pointed out that they could be a natural phenomenon horses that have hurt themselves or died naturally and been set upon by scavengers such as foxes and crows. Previous scares, from the US to Germany, have eventually been explained this way. In the UK, in the decade from 1983, a rash of horse mutilations was widely blamed on a horse ripper, but despite prolonged investigations no conviction was ever made. Experts concluded that most of the injuries were sustained through accident or post mortem. A foxs teeth are razor sharp, apparently; they can inflict damage that closely resembles a knife wound.

If you were to approach the problem scientifically, you might start by asking how many horses are found mutilated in France in an average year, and measure excess mortality in 2020 just as epidemiologists have done throughout the pandemic. That would give you an indication of whether there is anything unusual about this year. If there is, you would then raise a number of hypotheses to try to explain the increase, and investigate them methodically. This is what vets did in Botswana, where they have been investigating a mysterious die-off of elephants. Having ruled out poachers and a virus spread by rodents, their investigations pointed them to toxic algal blooms. Rising temperatures have made these increasingly common in the waterholes elephants frequent.

In France, to date, investigators seem to have made the classic error the staple of many crime dramas but also of real-life miscarriages of justice of zeroing in too fast on a single hypothesis. Nobody even seems to know if the number of mutilations noted this year represents a departure from the norm. Instead, ministers have asked the public to be vigilant ensuring heightened attention to the phenomenon and spoken of barbarians and justice. Its hard not to see a vicious cycle at work: the number of reports increases; ministers respond with promises to catch the culprits, with the publics help; the reports increase again.

Perpetrators with mental health issues could certainly be one hypothesis in the current situation. Phil Kavanagh, a clinical psychologist at the University of Canberra in Australia who has written about animal cruelty, says the mutilations could point to someone suffering from psychosis like the boy who, according to a possibly apocryphal story, blinded six horses in Suffolk and inspired Peter Shaffer to write his play Equus (1973). But the French cases cover a huge geographical area. Kavanagh doubts one person could be responsible for them all and knows of no precedents of psychotic individuals organising themselves into groups. In fact, he says, there has been very little research on animal cruelty, though myths about it abound. One is the so-called Macdonald triad the idea that there is an association between bedwetting beyond a certain age, fire-setting and cruelty to animals, and that this predicts later violence against people. First proposed in the 1960s, based on a small-scale study, the Macdonald triad has failed to stand up to scientific scrutiny.

Why have French investigators focused their efforts on a single, tenuous theory to the exclusion of all others? Perhaps it isnt so surprising, given French peoples state of mind and not just theirs. For months, while the pandemic has raged, weve all absorbed a steady stream of chatter about deep state intrigue and foreign interference. A crazy theory that Donald Trump is doing battle with a ring of Satan-worshipping paedophiles, which had its origins in the US, is gaining ground in Europe, including in France and the UK.

Some conspiracies are real. A trial is ongoing in Paris of suspects in the terrorist attacks of 2015. But there is also a close association between belief in conspiracies and seeing patterns where they dont exist. The case of the mutilated horses may constitute a crime, or it may be one more illusory pattern jumping out at a world on edge, primed to see the wood and not the trees. If its the latter, the dangers are twofold: that innocent people will be punished, and that the real cause will go undiscovered. The only way forward is to keep an open mind, and to follow the data.

Laura Spinney is a science journalist and author. Her latest book is Pale Rider: The Spanish Flu of 1918 and How it Changed the World

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Review: The Flaming Lips dig deep with American Head – The Rice Thresher

By Jacob Pellegrino 9/22/20 8:16pm

Rating:

Top Tracks: Mother Please Don't Be Sad, God and the Policeman (featuring Kacey Musgraves), Assassins of Youth

One of the most influential experimental psychedelic rock groups since the 1980s, The Flaming Lips have never been a band to bow to convention. Their new album American Head continues the groups tradition of strong narrative songs sublimated by ethereal vocals and psychedelic musical experimentation. It follows their 2019 concept album Kings Mouth, an effort inspired by frontman Wayne Coynes art exhibit of the same name and narrated by Mick Jones of The Clash.

One of the highlights of the album is the haunting meditation of Mother Please Dont Be Sad. The song reflects on 17-year-old Coynes experience of working at a Long John Silvers that was robbed at gunpoint. Coyne described the track as what [he] was saying to [himself] while [he] laid on the floor, waiting to be shot in the head. He tries to console his mother in the song by reminding her that there's so much [she] still [has] and to remember all the others that are still alive. Sung from beyond the grave, as if Wayne had died that night, Mother Please Dont Be Sad paints a startling portrait of his state of mind in that traumatic moment embellished by lush instrumentation.

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The almost fully instrumental When We Die When Were High continues directly from Mother Please Dont Be Sad with no pause or break between the songs. The effortless but complex drum part is emphasized by sparse notes that slowly grow to create a sense of brutal minimalism that complements the other songs on the album and the albums effect as a whole.

Another standout track is the subtle storytelling of God and the Policemen. The song features transcendent vocal contributions from Kacey Musgraves that complement Waynes vocals. Wayne revealed in a segment for Apple Music that the song was based on a friend who got caught up in a bad drug deal and had to kill the dealer to avoid being killed. Calling to mind someone who is on the run from both the law and their conscience, the song conveys a complex emotional situation with entrancing vocals.

Coynes overtly personal lyricism is contrasted by songs written by multi-instrumentalist Steven Drozd, especially Brother Eye. While Drozd drew on personal experiences while writing for the album, his tend to be less directly obvious. In the song, Drozd begs his brother to live forever, an expression made all the more poignant by the loss of both of his own brothers. Brother Eye is a melancholy tribute to Drozds family and the effect his brothers had on his life.

In contrast to all of these deeply personal elements, the album is also influenced by the death of Tom Petty in 2017. In a documentary, Coyne learned that Petty and the band Mudcrutch (his pre-Heartbreakers group) spent some time in Oklahoma City, The Flaming Lips home. The group began to imagine a world where Tom Petty and the Heartbreakers had fail[ed] because of [a] connection to drugs and the seedier side of Tulsa, Oklahoma. Rather than try to emulate Pettys style, the group focused on embodying the characters they had imagined and created an album with a sense of homesickness and nostalgia permeating the tracks. Even as the Lips put themselves in someone elses shoes, they used that idea to create an album that bares their own emotions and experiences.

Overall, American Head is a strong effort from The Flaming Lips that plays to their strengths as a group. Wayne Coynes and Steven Drozds vocals and storytelling help to create a composition that is both a unique change and continuation of their style. The bands instrumentation highlights the music and increases the effect of the album as a whole. Its pervading sadness creates one of the groups most personal and powerful compositions. Although a far cry from The Flaming Lips most experimental moments, American Head is something unique that delves deep into the American psyche while embracing the bands personal experiences.

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FREE Self Development Series: "Curbing Traffic Jam in the Mind" – Patch.com

TLDR: "Easy ideas to curb the traffic jam (congestion) in the mind, and experience long lasting real inner peace and concentration!"

I would like to invite you to a self development series, Curbing the Traffic Jam in the Mind. We are well aware of the reasons for traffic jams on local roads or freeways. Do we also know why the mind is congested? Many times that traffic congestion is so intense that it leads to a complete jam where we are unable to move forward in life. It is as if the car of our being (I) is stuck on the road called life. Can life move without us clearing the traffic jam in the mind?

In the past there were few days where I felt I was completely blank without any ideas, emotions, or creativity. A complete mental and emotional exhaustion was felt because of the heavy traffic congestion in the mind. At Brahma Kumaris, a non profit organization, I learnt many simple and easy ways to reduce the traffic congestion in the mind. In the last few years due to this practice, I have experienced deep inner silence even during extremely busy or crisis filled days.

I have been teaching Meditation and Self Development classes for the last few years at many places like ICC, BK SV, and Google. This is a free class to share my learning in curbing the traffic in the mind.

Date and Timing:

4 weeks class - Starts on Sep 23 (Wednesday) from 6:30 to 7:30 pm, and next classes are on Sep 30, Oct 7, and Oct 14).

Location: Virtual over Google Hangouts

Contact: Please email jain.meghana@gmail.com for getting the virtual link to join the classes

Source of the knowledge and Raja Yoga Meditation technique:

Brahma Kumaris Silicon Valley, a non-profit organization

540 S.Abel Street

Milpitas, CA 95035, USA

http://www.svbrahmakumaris.org

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Happy Gut, Happy Mind: how the state of your gut affects your mental health – Evening Standard

The latest lifestyle, fashion and travel trends

If 2020 is responsible for anything positive at all, serving as a reminder to look after your health is one of them.

As we face the prospect of a second wave of the virus, there is no better time to start prioritising your emotional and physical wellbeing - and your gut is a good place to start.

Gut health has been the buzzword du jour among the wellness set for a while now, so you may already be familiar with the stat that 70 per cent of your immune system is found in your gut.

But did you also know that more than 90 per cent of the neurotransmitter serotonin - dubbed the happy "chemical" because it plays a vital role in your mood - is produced in your gut too?

"It's quite a startling statistic," says Eve Kalinik, nutritional therapist and author of Happy Gut, Happy Mind. "It's our gut microbiome (the trillions of good and bad bacteria that live in the gut) that has a direct and indirect influence on the levels of serotonin in our body. It helps to manage how much of the precursor tryptophan - that we take in through our diet - is available to be converted into serotonin in the brain." Tryptophan is an amino acid found in protein-rich foods like turkey, chicken, eggs, oily fish, peanuts and pumpkin seeds.

In her new book Kalinik explains how the state of our guts can affect how we feel emotionally (and vice versa). The gut produces and manages the same neurotransmitters, or chemical messengers - like serotonin, GABA and dopamine which govern physical processes and emotions - that the brain does.

"We've all felt butterflies in our stomachs when we're feeling nervous or anxious about something, but what surprises most people is that the relationship between the gut and brain is bidirectional," Kalinik explains, and there is often a mirroring of symptoms, "for example, people with a sluggish gut may suffer with a low mood, and equally when you're feeling more anxious you might feel more urgency to go."

Research suggests having a healthy gut may also help you to deal with stress and even sleep better, she adds.

So, how best to look after your gut? Here, Kalinik has shared some simple and practical tips (and most will cost you absolutely nothing) towards getting back on track.

When people consider improving their gut health, people often miss the basics, according to Kalinik: "They jump straight to fermenting scobies and think it's got to be that complicated."

But taking a simpler approach may benefit you more in the long run, and it'll be easier to be consistent with.

"One of the most common misperceptions is that you need to cut things out to improve your gut health when it's actually the complete opposite for most people," she continues. "Rather than restricting yourself, and focusing on potential intolerances, instead add in enriching and nourishing foods. Ironically, a lot of the anxiety that surrounds perceived intolerances also creates more stress mentally which then effects the gut."

The single most important thing you can do to promote good gut health is eating a diverse range of fibre sources every day.

"Fibre is found in all plant-based carbs, it provides fuel for all of our gut microbes and current research suggests that the more diverse and heterogeneous our microbiome is, the stronger and healthier it is," Kalinik says.

In return for being fed, these microbes "give back generously by producing substances and messengers that help us to manage inflammation, support the health of the gut barrier, synthesise vitamins, supply mood-influencing neurotransmitters like 'happy' serotonin and also train our immune system so that it knows how to react appropriately," she writes in her book.

"The easiest way to achieve this is by taking in different sources of fibre and rotating your intake of vegetables, fruit, wholegrains, nuts and seeds, because different types of fibre feed different microbes, which cultivates a more diverse gut microbiome. We naturally gravitate to the same things but I encourage my clients to have in mind eating the rainbow, and to try and get different colours into every meal."

There are easy ways to do this without having to constantly invest in piles of fresh produce, she adds. "If you like having porridge or overnight oats every morning, have a few different grains like spelt flakes or quinoa flakes stored in the cupboard so you're not always having oats. Have a good nut and seed mix to hand or several types of nut butters to add to dishes and buy frozen berries to store in the freezer."

Slow your mealtimes down. "One good thing to have come out of lockdown is it gave us more time to tune in and slow down. Take time to sit and really chew your food, this will help to alleviate symptoms like bloating, reflux gas and feeling really hungry soon after you've finished a meal. By not inhaling your food and eating rapidly, it allows your gut to function properly and also creates pockets of recovery in the day, where your body can switch into 'rest and digest' mode."

"Our guts are really thirsty and need regular watering. If you're working from home get a jug on your workstation and put some fresh herbs or fresh lemon or cucumber so it tastes better and looks more appealing."

Upping your water intake can help to relieve constipation and boost energy levels.

"Most of us breathe quite high up into the diaphragm, but taking time out at the end of the day to breathe properly - or practice any form of mindfulness - can help to relieve stress which is a massive trigger for people with gut issues." Kalinik recommends deep belly breathing, when you breathe deep into the belly for a count of five and hold for five more before breathing out for five again.

"Use that pre-bedtime hour to switch off from your devices and wind down, doing that consistently is going to help bubble wrap your mind, just like going to the gym, it's accumulative and will really help with managing stress."

Eve Kalinik's Harissa Chicken dish from her book Happy Gut, Happy Mind

Dishes dont come much more restorative and nourishing than this. The flavours are amazing and its so easy to make; you can sit back and relax while it cooks. Chicken is a good source of tryptophan, while the celeriac and leeks offer abundant fibre fuel for our microbes. With the bold flavours of harissa, jewel-like pomegranate seeds and vibrant herbs, its a delight for the senses, the mind and the microbiome.

Ingredients

Method

1. Mix together the harissa, butter, cumin, coriander, lemon juice and salt to create the marinade.

2. Put the chicken in a large bowl, add the celeriac and leeks and pour over the marinade.

3. Massage well and leave for at least 20 minutes to an hour.

4. Preheat the oven to 200C/Gas 6. Line a large baking tray with baking parchment.

5. Place the chicken, celeriac and leeks on the baking tray and bake for 40 minutes, tossing halfway through cooking time so that everything bakes evenly.

6. To make the dressing, combine the yoghurt, lemon juice, garlic oil and water in a small bowl with a pinch of sea salt.

7. Remove the baking tray from the oven and sprinkle over the chopped herbs, haphazardly dollop over the dressing and top with the pomegranate seeds.

8. You can serve at the table in the pan or divide between two plates.

Wine Pairing: Enjoy this dish with a white Assyrtiko or a Languedoc red such as Corbires, Minervois or St-Chinian.

Happy Gut, Happy Mind (Little, Brown Book Group, 25) is available to buy at couvertureandthegarbstore.com

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Why Fashion Needs More Imagination When It Comes To Using Artificial Intelligence – Forbes

Virtual Fashion Show created using 3D digital design and AI machine learning algorithms

Until now, the use of artificial intelligence (AI) in the fashion industry has focused mostly on streamlining processes and increasing sales conversion. Areas which have traditionally taken precedence have been: finding efficiencies through automation, detecting product defects and counterfeit goods with image recognition and increasing sales conversion through personalised styling. Creative uses of AI have been underexplored, but pose a mammoth opportunity for an industry rapidly digitising its design and presentation methods during the pandemic and most likely afterwards too. Why is creative AI so underutilised in and what are the nascent opportunities for designers and brands? Is the use of AI in fashion design and presentations inevitable?

Matthew Drinkwater, Head of the Fashion Innovation Agency at London College of Fashion believes that: Initial uses of Artificial Intelligence have focused on quantifiable business needs, which has allowed for start-ups to offer a service to brands. He contests that: Creativity is much more difficult to quantify and therefore more likely to follow behind.

In a practical sense, perhaps an additional limitation has been the gulf between the skillsets of fashion designers and computer scientists. London College of Fashion seems to think so, having recently launched an 8 week AI course for 20 volunteer fashion students to learn Python to write code to gather fashion data, then use it to develop creative fashion solutions and experiences. When asked about the potential of AI in fashion, Drinkwater said: For me, it is in the unpredictability of an algorithm. He acknowledged the creative talent of designers but suggested that the collaboration between creative and neural networks may be where the unexpected is delivered. Its here that he predicts an imperfect result that challenges our perception of what fashion design or showcasing could or should be could arise.

The AI course was developed by the Fashion Innovation Agency (FIA) in partnership with Dr Pinar Yanardag of MIT Media Lab. Working on the course was FIAs 3D Designer, Costas Kazantzis, who also designed 3D environments for one of the course outputsan AI-driven catwalk. He explained during a Zoom call that the students hadnt coded before and were from a wide range of courses, including pattern cutting (for garment construction) and fashion curation. Despite being complete beginners learning Python, When they understood the technical capabilities of AI they were able to thrive, he said.

The AI models used were generative adversarial networks (GANs), a type of machine learning where two adversarial models are trained simultaneouslya generator ("the designer") which learns to create images that look real, and a discriminator ("the design critic") which learns to tell real images apart from fakes. During training, the generator becomes better at creating images that look real, while the discriminator becomes better at detecting fakes. The application of this creatively allows computer-generated imagery and movement that look plausible (and likely aesthetically pleasing) to the viewer.

The students formed teams and devised proof-of-concept showcases of the uses of AI within the fashion industry, as well as being shown how and where to gather appropriate data to train their own algorithms. The course covered a range of AI applications, including training an AI model to classify items of clothing and predict fashion trends from social media, and style transfer to recognise imagery and create new designs. A pivotal output from the course was a virtual fashion show which was created from archive catwalk show footage but was placed in a new 3D environment with the models wearing new 3D-generated outfits. Drinkwater believes this is an example of how even those with limited experience in the field can collaborate to push boundaries.

Talking me through the workflow for the virtual show, Kazantzis explained that computer vision algorithms were used to estimate skeletal movement data from an archive fashion show video. This data was then turned into a 3D pose simulation using another algorithm and applied to a 3D avatar in Blender to replicate the models movement in the original video.

CLO software was used to design and animate the garments for the avatar models, and style transfer (which uses image recognition via convolutional neural networks, or CNNs, to recognise patterns, textures and colours then suggests designs and placement on the garment) was used to develop the textiles and final garment surfaces. The 3D environment for the virtual show was created in gaming engine Unity, which Kazantzis favours for its flexibility in design and diverse outputs, including VR and AR applications. He used particle systems to create atmospheric weather effects including fog and to create sea life, including jellyfish in the underwater environment. The show was brought together in Unity (once the animated garments and textures were imported), creating a final experience ready for export as a VR scene, a website which can be navigated in 360 degrees or as an AR experience in Sketchfab, for example. Its here that the power of AI to develop creative products, environment design and immersive content simultaneously seems most potent.

Katzantzis worked alongside Greta Gandossi, a 2019 graduate of the MA Pattern and Garment Technology course at London College of Fashion (who also holds an architecture degree) and Tracy Bergstrom (who has a data science background). The trio formed a pipeline for extraction of the movement from the archive footage, creation of 3D garments and import into Unity. The students who created this virtual fashion show alongside them were Mary Thrift, Tirosh Yellin and Ashwini Deshpande.

The AI course commenced in March and the proof-of-concept virtual show was completed in June. This seems incredibly swift, and prompted me to ask Matthew Drinkwater whether this type of content creation is affordable and feasible for small and large brands alike? Absolutely, he said, explaining that the project was created with a nominal budget. A caveat? The more GPU's you throw into the mix the more impressive your results are likely to be. Additionally, he recognised that the skill sets required are varied and that these factors would impact the timeframe. Despite this, he said: I would fully expect to see many more examples of AI appearing on the catwalk in seasons to come.

This proof-of-concept virtual show launches today on the fifth day of London Fashion Week, which is operating in a decentralized manner across digital and physical platforms. Most brands are choosing to Livestream a catwalk show happening behind closed doors, or release a conceptual or catwalk-style video online at a specified showtime. Data from Launchmetrics has indicated that engagement generated from these digital show methods has been much lower than for physical fashion shows. Could AI-generated virtual fashion experiences shape the future of fashion shows? Echoing others in the industry, Drinkwater said: It has long been evident that fashion weeks have needed to evolve to provide a much more varied and accessible experience. He went on to add: One fact is undeniable, the increased blurring of our physical and digital lives is going to lead to fashion shows that are markedly different from the traditional runway of the past.

Landmark uses of creative AI include the computer-generated artwork, which sold at Christies in 2018 for $432,500 (almost 45 times higher than the estimate). The artwork Portrait of Edmond Belamy was created by self-taught AI artist Robbie Barrat using a GAN model, working in partnership with Paris-based arts-collective Obvious. Barrat has also worked on an AI-generated Balenciaga runway show and trained a neural network on the past collections of fashion brand Acne Studios to generate designs for their AW20 mens collection. On the consumer and marketing side, there has been an expansion of deep fakes to place consumers into the content of the brands they covet. The RefaceAI app face swaps the user into branded videos, and recently generated more than one million refaces and 400,000 shares in a day during a test collaboration with Gucci.

Mathilde Rougier generative upcycled textile 'tiles'

On the experimental side and seeking to address sustainability through upcycling of waste, fashion design graduate Mathilde Rougier is using convolutional neural networks (CNNs) to design new textiles composed of interlocking offcut fabrics (akin to Lego) to create perpetually new from old fashion products. Her process is explained in detail in a recent Techstyler article and marks a new level of convergence between fashion design, AI and sustainability problem-solving.

Creative AI in fashion is in its infancy but is clearly gaining momentum. With the rapid adoption of 3D digital design in both fashion education and the industry and the ongoing restrictions in physical showcasing, the widespread creative use of AI appears to depend only on a critical mass of use cases to inspire industry adoption. If a group of students with no coding experience can develop this virtual show in just a few months on a nominal budget, the future of the fashion show looks refreshingly unpredictable.

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