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Learning during a crisis (Data Science 90-day learning challenge)

How can you keep your focus and drive during a global crisis? Take on a 90-day learning challenge for data science and check out this list of books and courses to follow.




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Top Stories, Apr 20-26: The Super Duper NLP Repo; Free High-Quality Machine Learning & Data Science Books & Courses

Also: Should Data Scientists Model COVID19 and other Biological Events; 5 Papers on CNNs Every Data Scientist Should Read; 24 Best (and Free) Books To Understand Machine Learning; Mathematics for Machine Learning: The Free eBook; Find Your Perfect Fit: A Quick Guide for Job Roles in the Data World




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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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Coronavirus COVID-19 Genome Analysis using Biopython

So in this article, we will interpret, analyze the COVID-19 DNA sequence data and try to get as many insights regarding the proteins that made it up. Later will compare COVID-19 DNA with MERS and SARS and we’ll understand the relationship among them.




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Five Cool Python Libraries for Data Science

Check out these 5 cool Python libraries that the author has come across during an NLP project, and which have made their life easier.




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Exploring the Impact of Geographic Information Systems

GIS has mostly been behind more popular buzzwords like machine learning and deep learning. GIS has always been around us in the background being used in government, business, medicine, real estate, transport, manufacturing etc.




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Outbreak Analytics: Data Science Strategies for a Novel Problem

You walk down one aisle of the grocery store to get your favorite cereal. On the dairy aisle, someone sick from COVID-19 coughs. Did your decision to grab your cereal before your milk possibly keep you healthy? How can these unpredictable, near-random choices be included in complex models?




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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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Optimize Response Time of your Machine Learning API In Production

This article demonstrates how building a smarter API serving Deep Learning models minimizes the response time.




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Demystifying the AI Infrastructure Stack

AI tools and services are expanding at a rapid clip, and keeping a handle on this evolving ecosystem is crucial for the success of your AI projects. This framework will help you build your technical stack to deploy AI projects faster and at scale.




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Top Stories, Apr 27 – May 3: Five Cool Python Libraries for Data Science; Natural Language Processing Recipes: Best Practices and Examples

Also: Coronavirus COVID-19 Genome Analysis using Biopython; LSTM for time series prediction; A Concise Course in Statistical Inference: The Free eBook; Exploring the Impact of Geographic Information Systems




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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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Top 10 Data Visualization Tools for Every Data Scientist

At present, the data scientist is one of the most sought after professions. That’s one of the main reasons why we decided to cover the latest data visualization tools that every data scientist can use to make their work more effective.




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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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Vishal Fabrics partially resumes manufacturing in Gujarat




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Next 2 quarters challenging for Indian cotton yarn sector




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




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Google removed 2.7 billion bad ads, nearly 1 million ad accounts in 2019

This year,the company says it has removed “tens of millions” of COVID-19 related ads.

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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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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Shopify launches post-COVID POS, Yelp rolls out omnichannel tools for SMBs

The companies are part of a shift toward deeper integration between online and offline operations.

Please visit Marketing Land for the full article.




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Most beaches closed today

Most Gold Coast beaches are closed today due to heavy seas and dangerous inshore conditions.

Greenmount, Coolangatta, Kirra, North Kirra, Bilinga and 4th Ave Burleigh are open.

Lifeguards will continually monitor our beaches and advise beachgoers accordingly.

There is also a hazardous surf condition warning from the Bureau of Meteorology.

Region:

Date: 
Tuesday, July 2, 2019 - 16:03 to Wednesday, July 3, 2019 - 01:00
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ALL BEACHES CLOSED THURSDAY 4 JULY

All Gold Coast beaches are closed today due to worsening inshore conditions and a rising swell.

Beachgoers are advised to avoid walking along the beach, especially with children as tidal surges are very strong and people may be swept off their feet.

The safest vantage points to view the surf are from dedicated pathways and  oceanways.

 

Region:

Date: 
Thursday, July 4, 2019 - 19:00 to Friday, July 5, 2019 - 16:00
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ALL BEACHES CLOSED THURSDAY 5 JULY

All beaches will be closed today due to dangerous inshore conditions and heavy seas.

Beachgoers are advised to avoid walking along the beach, especially with children as tidal surges are very strong and people may be swept off their feet.

The safest vantage points to view the surf are from dedicated pathways and  oceanways.

 

 

 

Region:

Date: 
Friday, July 5, 2019 - 16:12 to Saturday, July 6, 2019 - 16:12
planned: 
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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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Community update from CEO Dale Dickson - 1 April 2020

The City of Gold Coast continues to take action in line with the advice being provided at a State and Federal level to minimise the spread of the Novel coronavirus (COVID-19).

Our staff are part of a larger front line team including health workers and police, keeping the city running and the community safe in these difficult times.

They are working around the clock to ensure essential services such as water and waste services and traffic management continue.

We are implementing necessary changes to protect the health and safety of the public with our cleaning and maintenance teams increasing their level of service in public spaces.

We thank you for your patience in allowing our staff to go about their daily work with respect, while practising social distancing.

There will be no tolerance for abuse, aggression or violence against our staff, who, like you, are undergoing personal stress at this difficult time.

Please remember we are all in this together.

Additionally, the City is asking everyone to change the way you do business with us.

I urge everyone to access our services online – you can do the following on-line at you own convenience:

 

  • register your dog
  • apply for a licence, permit or development application
  • make service requests and track their progress
  • perform property searches
  • lodge and track licence and permit applications

 

Register for MyAccount on our website – a secure one-stop shop for all our services.

 

Visit cityofgoldcoast.com.au/myaccount

 

You can also access MyAccount from your mobile device through your internet browser, save it as a website shortcut for quick access.

 

For urgent enquiries you can phone our customer service staff 1300 GOLDCOAST

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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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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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My Hair Diary – May 2019

Wash Hair when Needed. This is something I often fail at. You have to and must wash your hair as soon as you find your scalp getting greasy, products being too heavy for your hair or even when it is too exposed to environmental factors like sun and pollution. I do not do it and I do find my hair falling a lot more consequently. Where as, if I am regularly washing it, the hair fall is considerably less and even non-existent. Also, use shampoo and conditioner mentioned for your hair type. Improper usage also leads to greasy scalp and stringy looking hair.

The post My Hair Diary – May 2019 appeared first on Perfect Skin Care for you.




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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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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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Positive Root Therapy + Advanced Onion Hair Oil

For all its greasy texture, the positive onion hair oil does wash off pretty well in just two washes. I have been using this hair oil for last one month once a week for around 4-5 hours. After washing, the hair does get a lot of volume and bounce. And, it lasts for a good two days which I absolutely love.

The post Positive Root Therapy + Advanced Onion Hair Oil 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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Dot & Key Hydration Range

The eye cream concentrate is very creamy and perfect for the eye area, especially if you have dry skin. The product will last you quite long since you need only a drop for each eye. It smells really nice without being over-powering and it hydrates the under-eye area pretty well. I also observed that it was not too rich for my under eye area and I did not suffer from any milia seeds or breakouts.

The post Dot & Key Hydration Range appeared first on Perfect Skin Care for you.




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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.




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U.S. FDA grants emergency use authorization to Quidel for first antigen test for COVID-19

(Reuters) - The U.S. Food and Drug Administration (FDA) on Saturday approved emergency use authorization (EUA) to Quidel Corp for the first COVID-19 antigen test. The emergency use authorization was issued late Friday to Quidel for the Sofia 2 SARS Antigen FIA, the agency said.

The post U.S. FDA grants emergency use authorization to Quidel for first antigen test for COVID-19 appeared first on Firstpost.




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Sierra Leone’s president accuses main opposition party of inciting violence

FREETOWN (Reuters) - Sierra Leone's president Julius Maada Bio has accused the main opposition party of orchestrating a spate of violent incidents, deepening a political standoff that risks undermining the country's efforts to contain a coronavirus outbreak. At least 18 people have died in three riots in separate parts of the country in recent weeks, including a disturbance at Freetown's central prison on April 29 which started after an inmate tested positive for the virus. In a televised address, Bio claimed members of the All People's Congress (APC) party were behind the violence.

The post Sierra Leone’s president accuses main opposition party of inciting violence appeared first on Firstpost.




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Senior UK medic confident "R" contagion number below 1 across country

LONDON (Reuters) - Britain's deputy chief medical officer said on Saturday he was confident the coronavirus "R" number, a measure of the rate of contagion, was below 1 across the United Kingdom. "I am confident that our R is less than 1 overall," Jonathan Van-Tam said at the government's daily news briefing

The post Senior UK medic confident "R" contagion number below 1 across country appeared first on Firstpost.




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France says total death toll from coronavirus rises by 80 to 26,310

PARIS (Reuters) - The number of people who have died from coronavirus infections in France rose by 80 to 26,310 on Saturday, the health ministry said, a much smaller daily increase than the previous day when it was 243. The ministry said the number of people in intensive care units - a key measure of a health system's ability to deal with the epidemic - fell by 56, or about 2%, to 2,812. That is less than half the peak of 7,148 seen on April 8

The post France says total death toll from coronavirus rises by 80 to 26,310 appeared first on Firstpost.




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UK commuters face cycling or walking to work once lockdown is eased

LONDON (Reuters) - More commuters should consider cycling or walking when Britain's coronavirus lockdown is eased to take the pressure off public transport capacity that is likely to drop by 90% under social distancing requirements, Transport Minister Grant Shapps said on Saturday. He urged people to continue to work from home where possible, but said those who did have to commute to work should consider cycling or walking rather than using their cars

The post UK commuters face cycling or walking to work once lockdown is eased appeared first on Firstpost.