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4 Realistic Career Options for Data Scientists

It’s almost 10 years since "Data Science" became mainstream. We ask less about how to get into Data Science, but wonder "what’s next?" This article includes insights on four non-trivial, but practical, options and their pitfalls.




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KDnuggets™ News 20:n16, Apr 22: Scaling Pandas with Dask for Big Data; Dive Into Deep Learning: The Free eBook

4 Steps to ensure your AI/Machine Learning system survives COVID-19; State of the Machine Learning and AI Industry; A Key Missing Part of the Machine Learning Stack; 5 Papers on CNNs Every Data Scientist Should Read




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Free High-Quality Machine Learning & Data Science Books & Courses: Quarantine Edition

If you find yourself quarantined and looking for free learning materials in the way of books and courses to sharpen your data science and machine learning skills, this collection of articles I have previously written curating such things is for you.




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Should Data Scientists Model COVID19 and other Biological Events

Biostatisticians use statistical techniques that your current everyday data scientists have probably never heard of. This is a great example where lack of domain knowledge exposes you as someone that does not know what they are doing and are merely hopping on a trend.




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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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Data Transformation: Standardization vs Normalization

Increasing accuracy in your models is often obtained through the first steps of data transformations. This guide explains the difference between the key feature scaling methods of standardization and normalization, and demonstrates when and how to apply each approach.




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DBSCAN Clustering Algorithm in Machine Learning

An introduction to the DBSCAN algorithm and its Implementation in Python.




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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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A Concise Course in Statistical Inference: The Free eBook

Check out this freely available book, All of Statistics: A Concise Course in Statistical Inference, and learn the probability and statistics needed for success in data science.




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10 Best Machine Learning Textbooks that All Data Scientists Should Read

Check out these 10 books that can help data scientists and aspiring data scientists learn machine learning today.




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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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Understanding the COVID-19 Pandemic Using Interactive Visualizations

Interactive visualizations are an effective method for understanding the COVID-19 pandemic. This article presents a repository filled with just such insightful interactions.




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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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KDD 2020 Invites Top Data Scientists To Compete in 24th Annual KDD Cup

This year's KDD Cup features four distinct tracks that welcome participants to tackle challenges in e-commerce, generative adversarial networks, automatic graph representation learning (AutoGraph) and mobility-on-demand (MoD) platforms. Winners will be recognized at KDD 2020, the leading interdisciplinary conference in data science, in San Diego on August 23-27, 2020.




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Natural Language Processing Recipes: Best Practices and Examples

Here is an overview of another great natural language processing resource, this time from Microsoft, which demonstrates best practices and implementation guidelines for a variety of tasks and scenarios.




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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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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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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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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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Statistical Thinking for Industrial Problem Solving – a free online statistics course

This online course is available – for free – to anyone interested in building practical skills in using data to solve problems better.




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Explaining “Blackbox” Machine Learning Models: Practical Application of SHAP

Train a "blackbox" GBM model on a real dataset and make it explainable with SHAP.




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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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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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Apparel sales dip 40% at Japan department stores in March




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CPEC’s second phase to focus on industrial cooperation




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Next 2 quarters challenging for Indian cotton yarn sector




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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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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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Advertisers signal glimmers of optimism

Despite numerous unknowns and continued challenges, many agencies and advertisers have shifted gears for the next phase.

Please visit Marketing Land for the full article.




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Not just martech: Vendors go all-in on professional services to speed digital transformation

For many sophisticated marketing technology platforms, it is nearly impossible to be a technology-only company.

Please visit Marketing Land for the full article.




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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
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All beaches closed

All Gold Coast beaches are closed to swimming today following a hazardous surf warning for local waters due to powerful surf and swell conditions today. 

City Lifeguards are advising people to stay out of the water and be careful in surf exposed areas.

 

 

 

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Date: 
Friday, February 14, 2020 - 16:00 to Saturday, February 15, 2020 - 22:00
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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
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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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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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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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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.




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India’s COVID-19 tally reaches 59,662, deaths near 2,000; fresh cases among repatriated Indians, paramilitary forces emerges as a major concern

The nationwide tally of confirmed COVID-19 cases reached 59,662 on Saturday and the death toll rose to 1,981 with the country registering an increase of 95 deaths and 3,320 cases in 24 hours till Saturday morning, the Union Health Ministry said

The post India’s COVID-19 tally reaches 59,662, deaths near 2,000; fresh cases among repatriated Indians, paramilitary forces emerges as a major concern appeared first on Firstpost.




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How to Manage the Alpha Male

Kate Ludeman and Eddie Erlandson, authors of "Alpha Male Syndrome." Also: Judith Ross on using trust as a strategic management tool.




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Spotlight on Sales

David Champion, HBR senior editor, discusses the July-August 2006 issue of the magazine.