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Fighting Coronavirus With AI: Improving Testing with Deep Learning and Computer Vision

This post will cover how testing is done for the coronavirus, why it's important in battling the pandemic, and how deep learning tools for medical imaging can help us improve the quality of COVID-19 testing.




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Data context and how to get started with understanding COVID-19 data

If you are already applying your Data Science skills or getting ready to contribute to analyzing COVID-19 data, then be sure to take sufficient time to appreciate the context of the numbers to focus on what's most important as we collaborate on this global battle.




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Top KDnuggets tweets, Apr 15-21: 21 Techniques to Write Better #Python Code with #PyCharm examples

Also: Math for Programmers!; If #Programming languages had honest slogans #humor; 5 Papers on CNNs Every Data Scientist Should Read; Why Understanding CVEs Is Critical for Data Scientists




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Find Your Perfect Fit: A Quick Guide for Job Roles in the Data World

Data related positions are considered the hottest in the job market during the last couple of years. While everyone wants to join the party and enter this fascinating field, it is essential to first get an understanding. In this quick guide, I’ll do my best to dispel the confusion by crystalizing the essence of the different positions.




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3 Reasons Why We Are Far From Achieving Artificial General Intelligence

How far we are from achieving Artificial General Intelligence? We answer this through the study of three limitations of current machine learning.




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Google Open Sources SimCLR, A Framework for Self-Supervised and Semi-Supervised Image Training

The new framework uses contrastive learning to improve image analysis in unlabeled datasets.




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How AI Can Help Manage Infectious Diseases

With the capability to analyze huge amounts of data, including medical information, human behavior patterns, and environmental conditions, big data tools can be invaluable in dealing with deadly outbreaks.




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How Data Scientists Can Train and Updates Models to Prepare for COVID-19 Recovery

The COVID-19 pandemic has affected everything, and building predictions during this time is difficult. Data science teams need to update their models to prepare for the recovery, and know how to properly train 2020 data models to learn from the coronavirus anomaly.




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Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing

The book Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing by Ron Kohavi (Microsoft, Airbnb), Diane Tang (Google) and Ya Xu (LinkedIn) is available for purchase, with the authors proceeds from the book being donated to charity.




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KDnuggets™ News 20:n17, Apr 29: The Super Duper NLP Repo; Free Machine Learning & Data Science Books & Courses for Quarantine

Also: Should Data Scientists Model COVID19 and other Biological Events; Learning during a crisis (Data Science 90-day learning challenge); Data Transformation: Standardization vs Normalization; DBSCAN Clustering Algorithm in Machine Learning; Find Your Perfect Fit: A Quick Guide for Job Roles in the Data World




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Introducing Brain Simulator II: A New Platform for AGI Experimentation

A growing consensus of researchers contend that new algorithms are needed to transform narrow AI to AGI. Brain Simulator II is free software for new algorithm development targeted at AGI that you can experiment with and participate in its development.




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Top KDnuggets tweets, Apr 22-28: 24 Best (and Free) Books To Understand Machine Learning

Also: A Concise Course in Statistical Inference: The Free eBook; ML Ops: Machine Learning as an Engineering Discipline; Learning during a crisis (#DataScience 90-day learning challenge) ; Free High-Quality Machine Learning & Data Science Books & Courses: Quarantine Edition




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Which Face is Real? Applying StyleGAN to Create Fake People

This post explains using a pre-trained GAN to generate human faces, and discusses the most common generative pitfalls associated with doing so.




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How use the Coronavirus crisis to kickstart your Data Science career

As the global economy dwindles, tech companies are hiring en masse. Now is the time to get yourself noticed as a Data Scientist and try to land your dream job.




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Getting Started with Spectral Clustering

This post will unravel a practical example to illustrate and motivate the intuition behind each step of the spectral clustering algorithm.




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KDnuggets™ News 20:n18, May 6: Five Cool Python Libraries for Data Science; NLP Recipes: Best Practices

5 cool Python libraries for Data Science; NLP Recipes: Best Practices and Examples; Deep Learning: The Free eBook; Demystifying the AI Infrastructure Stack; and more.




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Were 21% of New York City residents really infected with the novel coronavirus?

Understanding the types of statistical bias that pop up in popular media and reporting is especially important during this pandemic where the data -- and our global response to the data -- directly impact peoples' lives.




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Top KDnuggets tweets, Apr 29 – May 5: 24 Best (and Free) Books To Understand Machine Learning

What are Some 'Advanced ' #AI and #MachineLearning Online Courses?; 24 Best (and Free) Books To Understand Machine Learning; Top 5 must-have #DataScience skills for 2020





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Will Machine Learning Engineers Exist in 10 Years?

As can be common in many technical fields, the landscape of specialized roles is evolving quickly. With more people learning at least a little machine learning, this could eventually become a common skill set for every software engineer.




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India's cotton yarn exports to fall to a decade low: ICRA




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Uzbekistan moves to lower cotton cost for manufacturers




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Dhaka slashes GDP to 11-year low of 5.2% for 2019-20




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Microsoft Advertising UI: What’s new (so far)

Love it or hate it, the double sidebar makes context switching a lot easier as you move between ad accounts or from other search engines.

Please visit Marketing Land for the full article.




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How to build a martech stack for this era — and whatever comes next

Acoustic’s head of product marketing said his company made major pivots at the start of last month. This is how he built a martech stack that allowed for such massive shifts.

Please visit Marketing Land for the full article.




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How personalization helps marketers humanize their brand and break though the noise

Aprimo CMO says marketers are currently struggling with what he calls “digital sameness” — where everyone is doing the same thing online.

Please visit Marketing Land for the full article.




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Have we hit bottom yet? What new earnings reports say about COVID’s impact on digital advertising

The hit in mid-March was sudden and dramatic, but there appear to be signs, including from media buyers, that the worst is over.

Please visit Marketing Land for the full article.




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Soapbox: Enjoy the attention glut while it lasts

Working from home has been a boon to the attention economy, but understand that it will not last.

Please visit Marketing Land for the full article.




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3 ways digital marketing agencies will change due to COVID-19

As we progress, it is important to adapt your strategy, organization and communication.

Please visit Marketing Land for the full article.




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Pro Tip: How brands can enter TikTok with brand channels

A successful path for brands means they must keep the platform’s content standards top of mind as well as make regular posts and participate in what’s trending.

Please visit Marketing Land for the full article.




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Soapbox: Customer-centricity in the new normal

All our underlying assumptions about what makes consumers tick need to be pressure-tested.

Please visit Marketing Land for the full article.




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Help us chart how marketers are feeling about in-person conferences and trade shows

We want to know how your thoughts on attending live person events through the end of this year.

Please visit Marketing Land for the full article.




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Google’s new Podcasts Manager tool offers deeper data on listener behavior

It’s one step closer to the podcast analytics advertisers have been waiting for.

Please visit Marketing Land for the full article.




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New Google ‘Rising Retail Categories’ tool exposes fast-growing product searches

This is the first time Google says it has provided this kind of data to the public.

Please visit Marketing Land for the full article.




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Caution - Rainfall affects recreational water quality

 

Swimming areas have been affected from stormwater run-off due to the recent heavy rainfall across the Gold Coast.

Residents and visitors are reminded that rainfall often washes through our streets, gardens and farms, before it is flushed into our ocean and rivers via the storm water system. Stormwater run-off can increase pathogen levels in the water and make it unsafe for swimming. Popular swimming locations, such as swimming enclosures, rivers, lakes, creeks and beaches – particularly those near stormwater outlets – have been affected.

As a precaution always avoid swimming:

  • one (1) day after heavy rainfall at open beaches
  • three (3) days after heavy rainfall at rivers, lakes and estuarine locations
    • in water that looks discoloured, murky, or smells unpleasant
    • near stormwater drains.

The City will continue to monitor sites across the Gold Coast.

For more information visit http://www.goldcoast.qld.gov.au/environment/recreational-water-quality-20260.html

 

Region:

Date: 
Friday, February 14, 2020 - 14:09 to Sunday, February 16, 2020 - 14:09
planned: 
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Currumbin Rockpools closed for swimming

       The City is aware of a potential recreational water quality concern at the Currumbin Rock Pools. The swimming area is now closed to the public and signage has been erected on site.

        Daily water sampling will be carried out and the area will not be reopened until values return to acceptable levels. 

        The City’s Catchment Management Unit monitors the health of our recreational waters and provides management plans to support healthy waterways.​

        Community safety is our first priority and we apologise for any inconvenience, and thank you for your patience and assistance.

Region:

Date: 
Wednesday, April 15, 2020 - 19:00 to Tuesday, April 28, 2020 - 19:00
planned: 
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Currumbin Rockpools now open

 

Water quality testing has revealed that water quality at the Currumbin Rock Pools has returned within acceptable levels and warning signage has today been removed.

 

It is recommended that users continue to exercise caution when swimming, especially after rainfall.  Stormwater runoff can increase bacterial levels in the water and make it unsafe for swimming.

 

As a precaution, the City recommends to avoid swimming during and up to three (3) days after rainfall at the Currumbin Rock Pools.

 

 

Region:

Date: 
Wednesday, April 29, 2020 - 15:19 to Friday, May 1, 2020 - 15:19
planned: 
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Is your trip to the Waste and Recycling Centre essential?

Gold Coast residents are being asked to refrain from visiting the City’s Waste and Recycling Centres (WRC’s) unless it’s absolutely essential.

Mayor Tom Tate said social distancing and extra safety measures had been put in place at all WRC’s in response to the Covid-19 crisis, but a number of issues had emerged.

“There are now increasingly long wait times due to only every second parking bay being available and sadly, we’re seeing an increase in aggression against staff,” he said.

“So we’re asking the community to save their trip to the WRC until this crisis is over.

“The Federal Government has asked all of us to stay home, restrict our travel and only go out when it’s absolutely necessary.

“If you’re at home doing a house or garden clean up - that’s great, but please, hold off on going to a WRC.

“For the safety of you, your family and those around you please follow community advice, respect social distancing measures in place and stay home where possible.”

Visit www.cityofgoldcoast.com.au/waste for alternative waste management options.

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New conditions for Waste & Recycling Centres due to Covid19

New restrictions will be enforced at all City of Gold Coast Waste and Recycling Centres (WRCs) from this Saturday (11 April).

Mayor Tom Tate said the measures had been imposed as a result of major issues caused by the Covid19 crisis, in particular excessive customers and aggression towards WRC staff.

“Despite repeated requests by the Mayor, Premier and Prime Minister imploring residents to stay at home and only go out for essential services, our WRCs have been overwhelmed with customers.

“This is placing the health and safety of City staff and customers at elevated risk of Covid19,” he said.

“We will be introducing a number of measures in an effort to keep our staff and residents safe - and if these measures are not adhered to, we may have no choice but to close some of the centres.”

The following measures will come into effect from opening time on Saturday 11 April.

  1. Visitors to the Molendinar and Reedy Creek WRCs will be limited to commercial and small business customers between the hours of 7am - 9am daily. This is to minimise the impact of increased residential use on small businesses.  Any customer who enters the facilities during these times will pay associated fees and State Government Waste Disposal Levy charges.

       2.To minimise delays, residential green waste will only be accepted at WRCs with “green waste drop and go” which includes Coomera, Molendinar, Merrimac and Reedy Creek.

  1. To minimise congestion, vehicles will be limited to “odd and even” dates matching the first number of their vehicle registration number

          On Saturday 11 April (an odd number), vehicles with an odd first number on their registration will be permitted entry.  On Sunday 12 April (an even number), vehicles with an even first number on their registration will be permitted entry.            All vehicles with personalised plates will be treated as odd numbers.

  1. No e-waste is being accepted at any WRCs at this time.

Residential customers are strongly advised to restrict their visits to WRCs for essential waste services only. This includes:

  • Disposing of hazardous waste that may be no longer safe to store at home including: car tyres, car batteries, paint, pool chemicals, bleach, gas bottles and herbicides.
  • Disposal of waste that could create a health concern e.g. putrescible household waste.

        Eligible residents are encouraged to make use of the City’s free on demand bulky kerbside collection service and/or consider taking up our green waste bin service to avoid delays at a WRC.

        For more information visit www.cityofgoldcoast.com.au/waste

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Sand Angels nab world record

Sand Angels nab world record

It’s official! The Gold Coast now holds the World Record for the most people making sand angels simultaneously on a beach.

The City of Gold Coast received official notification this week that the November attempt - where 1624 angels gathered at Kurrawa Beach - was successful.

Mayor Tom Tate said almost $30,000 was raised on the day to support farmers through charity Drought Angels.

"This was a show of Gold Coast community spirit at its very best,” Mayor Tate said.

“It was a truly wonderful morning and I can’t wait until we are able to do another event like this one sometime in the future, once the pandemic is behind us.”

Groundwater Music Festival Director Mark Duckworth said the festival team couldn't be happier to be a part of this world record.

“The beach and the Gold Coast people are such a big part of our festival and we could not be prouder of the result."

Under the banner of We are Gold Coast, the City of Gold Coast joined forces with Groundwater Music Festival to deliver the community event.

Link to world record confirmation: https://www.guinnessworldrecords.com/world-records/most-people-making-sand-angels-simultaneously

 

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Two beaches reopened today

Mayor Tom Tate said Surfers Paradise and Coolangatta beaches would reopen as of noon today.

“The Spit beach, along with all beach front car parks, will continue to remain closed until further notice,” he said.

“Red and yellow flags will remain down across all beaches, however our lifeguards will continue to conduct general surveillance.”

Mayor Tate said according to lifeguard reports, behaviour on beaches had been good with the majority of people abiding by social distancing measures.

“Gold Coasters are really showing they can do the right thing in an effort to overcome this virus. I encourage people to continue to exercise in their own neighbourhoods as much as possible,” he said.

 

The Spit is closed from Lifeguard Tower 42 Adjacent to Seaworld north to the Rock Wall adjacent to Tower 46.

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New Committee Chairs announced

Mayor Tom Tate today chaired the first post-election Full Council meeting for the term.

Councillor Donna Gates was re-elected for her third term as Deputy Mayor, making her the longest-running Deputy Mayor in the City’s history.

Councillors Cameron Caldwell and Hermann Vorster were both elected as Acting Mayors of the City, in the event that neither the Mayor nor Deputy Mayor are available. If required to fulfil Mayoral duties the Councillors will operate as Acting Mayor on a rotational basis.

The Planning and Environment Committee will be chaired by Councillor Cameron Caldwell, with Councillor Donna Gates the Deputy Chairperson.

The Economy, Tourism and Events Committee will be chaired by Councillor Bob La Castra, with Councillor Pauline Young the Deputy Chairperson.

The Governance and Administration Committee will be chaired by Councillor William Owen-Jones, with new Division 6 Councillor Brooke Patterson the Deputy Chairperson.

The Lifestyle and Community Committee will be chaired by Councillor Hermann Vorster with new Division 7 Councillor Ryan Bayldon-Lumsden the Deputy Chairperson.

The Transport and Infrastructure Committee will be chaired by Councillor Pauline Young with new Division 10 Councillor Darren Taylor the Deputy Chairperson.

The Water, Waste and Energy Committee will be chaired by Councillor Gail O’Neill with new Division 1 Councillor Mark Hammel the Deputy Chairperson.

The first Committee meetings are scheduled to commence on Tuesday 28 April.

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Why You Should Quit Smoking?

Smoking is one of the dangerous habits our society is addicted to. It breaks my heart to see people who have successfully quit smoking, return to it. Their excuse is usually as flimsy as unbearable work stress or mid-life crisis. Well, how does smoking help you combat those problems, I wonder? Allow me to offer compelling reasons on why you should quit smoking.

The post Why You Should Quit Smoking? appeared first on Perfect Skin Care for you.




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How Men Can Establish and Maintain a Skincare Routine?

Whatever you’re using to cleanse your face and body should be able to remove all that excess dirt and oil you pick up out in the world, clear and unclog your pores, and treat your skin with natural vitamins, antioxidants, and botanicals to help restore and revitalize, not just get the grime off.

The post How Men Can Establish and Maintain a Skincare Routine? appeared first on Perfect Skin Care for you.




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Dot & Key Water Drench Hydrating Hyaluronic Acid Serum Concentrate

As usual, my dilemma for finding the perfect moisturizer has not yet solved. So, after using the hyaluronic acid serum (Marine Hyaluronics) from The Ordinary, this is my second hyaluronic acid serum and I was and was completely unsure of what to expect. The best part is I am writing the review almost a month […]

The post Dot & Key Water Drench Hydrating Hyaluronic Acid Serum Concentrate appeared first on Perfect Skin Care for you.




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How is an Inactive Lifestyle causing your Health Problems?

Lack of exercise or any type of physical activity not only causes high blood pressure, cardiac arrests and diabetes but also leads to elevated levels of stress, anxiety, insomnia and depression and, in some cases, even early death. It also leads to loss of focus, lack of attention and concentration along with decreased levels of energy and feeling of lethargy. Incidentally, women and older adults are more prone to lead an inactive lifestyle compared to men.

The post How is an Inactive Lifestyle causing your Health Problems? appeared first on Perfect Skin Care for you.




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How to Stop Getting Sick all the time after a serious illness?

Usually, you are more prone to infections due to a weakened immune system. In my case, my lower body muscles had stiffened up and it had become extremely difficult for me to sit on the floor or squat or even bend for a few seconds. Body needs a lot of rest after undergoing a serious ailment. Instead of pushing the your body, understand the body’s needs and abilities and respect it. This is a temporary phase and it will recover, do not worry. In the meantime, eat healthy and protect your body from all factors which may make you fall sick.

The post How to Stop Getting Sick all the time after a serious illness? appeared first on Perfect Skin Care for you.




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Trudeau warns premature reopening could send Canada ‘back into confinement’

By Rod Nickel WINNIPEG, Manitoba (Reuters) - Prime Minister Justin Trudeau warned that if provinces move too quickly to reopen their economies, a second wave of the coronavirus pandemic could send Canada "back into confinement this summer." Trudeau, who represents a Montreal, Quebec riding, said on Saturday that he is concerned about the virus' spread in that province, the country's epicenter. Canada's death toll rose 3.5% to 4,628 from a day earlier, while cases approached 67,000.

The post Trudeau warns premature reopening could send Canada ‘back into confinement’ appeared first on Firstpost.




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UK test-and-trace app trial on Isle of Wight "going well" – minister

LONDON (Reuters) - A trial of Britain's proposed coronavirus test-and-trace app being conducted on the Isle of Wight off the coast of southern England is going well, Transort Secretary Grant Shapps said on Saturday. "The trial in the Isle of Wight of that tracking app, the NHSX app designed to help assist people, is going well

The post UK test-and-trace app trial on Isle of Wight "going well" – minister appeared first on Firstpost.




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Rare syndrome tied to COVID-19 kills three children in New York, Cuomo says

By Nathan Layne (Reuters) - Three children in New York have died from a rare inflammatory syndrome believed to be linked to the novel coronavirus, Governor Andrew Cuomo said on Saturday, a development that may augur a pandemic risk for children. Cuomo had on Friday disclosed the death of a 5-year old linked to the coronavirus and a syndrome that shares symptoms with toxic shock and Kawasaki disease, which was the first known fatality tied to the rare illness in New York. The governor told a daily briefing on Saturday that the illness had now taken the lives of at least three young people across the state

The post Rare syndrome tied to COVID-19 kills three children in New York, Cuomo says appeared first on Firstpost.