Data Science and Computational Thinking [inc Big Data and Internet of Things]
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Data Science and Computational Thinking [inc Big Data and Internet of Things]
Data and computational skills and knowledge are rapidly becoming the soft skills of the 21st century - The Age of Algorithms.
Curated by Kim Flintoff
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How 'subtle changes' to flight paths will save Qantas millions a year

How 'subtle changes' to flight paths will save Qantas millions a year | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Qantas expects to cut its fuel bill by as much as $40 million a year thanks to a radical overhaul to how it plots its flights across the globe.

The airline has spent five years and millions of dollars building a new flight planning program – until now kept tightly under wraps – which it says will materially cut its fuel bill and bring its ultra-long haul ambitions closer to reality.
Kim Flintoff's insight:
Modelling and optimisation..
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New 'Social Good' Google Program Offers Funding for AI, Machine Learning Projects

Google has set aside a $25 million pool to fund research work by schools and other organizations using machine learning for "social good." Besides cash, the company's "AI for Social Good" project is also offering support from its artificial intelligence experts, credits and consulting from Google Cloud. Those chosen will also join a "launchpad" accelerator program with mentoring, support and access to Silicon Valley experts.
Kim Flintoff's insight:
Google has set aside a $25 million pool to fund research work by schools and other organizations using machine learning for "social good." Besides cash, the company's "AI for Social Good" project is also offering support from its artificial intelligence experts, credits and consulting from Google Cloud. Those chosen will also join a "launchpad" accelerator program with mentoring, support and access to Silicon Valley experts.
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How To Learn Data Science If You’re Broke –

My goal was to start a career I was passionate about, despite my lack of funds. Because of this choice I have accomplished a lot over the last few months. I published my own website, was posted in a major online data science publication, and was given scholarships to a competitive computer science graduate program. In the following article, I give guidelines and advice so you can make your own data science curriculum. I hope to give others the tools to begin their own educational journey. So they can begin to work towards a more passionate career in data science. A Quick Note When I say “data science”, I am referring to the collection of tools that turn data into real-world actions. These include machine learning, database technologies, statistics, programming, and domain-specific technologies.

Kim Flintoff's insight:
In the following article, I give guidelines and advice so you can make your own data science curriculum. I hope to give others the tools to begin their own educational journey. So they can begin to work towards a more passionate career in data science. A Quick Note When I say “data science”, I am referring to the collection of tools that turn data into real-world actions. These include machine learning, database technologies, statistics, programming, and domain-specific technologies.
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The Deadly Gamble on Super A.I. – Power Trip –

With fate of humanity in the balance, even a small risk demands serious action


Rob Reid

This is the third installment of “Privatizing the Apocalypse,” a four-part essay to be published throughout October. Read the previous installments here — Part 1: “The 50/50 Murder” and Part 2: “Deterrence — and the Undeterrable”.

Kim Flintoff's insight:
With fate of humanity in the balance, even a small risk demands serious action Rob Reid This is the third installment of “Privatizing the Apocalypse,” a four-part essay to be published throughout October. Read the previous installments here — Part 1: “The 50/50 Murder” and Part 2: “Deterrence — and the Undeterrable”.
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Analytics Data Powers the Annual Reuters’ Ranking of the World’s Most Innovative Universities

Analytics Data Powers the Annual Reuters’ Ranking of the World’s Most Innovative Universities | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
There are no universities in the top 100 located in Africa, South America or Oceania.
Kim Flintoff's insight:
"There are no universities in the top 100 located in Africa, South America or Oceania."

That should be a message to the Australian Government!
Daniel Fonkeng's curator insight, March 28, 1:04 AM
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We must move rapidly on AI

We must move rapidly on AI | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Australian organisations need to move more rapidly into using artificial intelligence applications to automate and augment manual processes, as well as skilling up an AI workforce as the technology becomes as fundamental to society as basic utilities like phone networks or electricity.

“We are a fair way behind the rest of the world at the moment,” says PwC Australia Analytic Intelligence Leader John Studley. “It is here though, and some organisations are making a start.”

Mr Studley points to the oft quoted Automation Advantage report that was produced by consultancy AlphaBeta and sponsored by Google.
Kim Flintoff's insight:
Australian organisations need to move more rapidly into using artificial intelligence applications to automate and augment manual processes, as well as skilling up an AI workforce as the technology becomes as fundamental to society as basic utilities like phone networks or electricity. “We are a fair way behind the rest of the world at the moment,” says PwC Australia Analytic Intelligence Leader John Studley. “It is here though, and some organisations are making a start.” Mr Studley points to the oft quoted Automation Advantage report that was produced by consultancy AlphaBeta and sponsored by Google.
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Data centre power use greater than Woolworths, Coles combined

Data centre power use greater than Woolworths, Coles combined | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
“The reality is we're generating enormous amounts of data every single day; in two days we’re generating the same amount of information from year zero to 2005,” Mr Newman said during the Schneider Electric Innovation summit in Singapore.

This data is held in massive data centres, which are swiftly becoming the fastest-growing consumers of power in the country, and are expected to boom as demand grows for processing power for cryptocurrencies such as Bitcoin, and because every single Facebook post, tweet, and Instagram picture needs to be powered by something.

The 107 data centres dotted around Australia now consume around the same amount of electricity as the 807 Coles supermarkets (which have an annual power bill of about $250 million) and Woolworths' 995 stores around the country combined. And that hunger is only expected to grow.
Kim Flintoff's insight:
A real need for sustainable practices to be applied very quickly.

 “The reality is we're generating enormous amounts of data every single day; in two days we’re generating the same amount of information from year zero to 2005,” Mr Newman said during the Schneider Electric Innovation summit in Singapore. This data is held in massive data centres, which are swiftly becoming the fastest-growing consumers of power in the country, and are expected to boom as demand grows for processing power for cryptocurrencies such as Bitcoin, and because every single Facebook post, tweet, and Instagram picture needs to be powered by something. The 107 data centres dotted around Australia now consume around the same amount of electricity as the 807 Coles supermarkets (which have an annual power bill of about $250 million) and Woolworths' 995 stores around the country combined. And that hunger is only expected to grow.
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Computational Fluency – Mitchel Resnick –

Over the past decade, there has been much discussion of the term computational thinking. The term, popularized by computer scientist Jeannette Wing, is generally used to describe computer-science concepts and strategies that can be useful in understanding and solving problems in a wide range of disciplines and contexts. In a growing number of schools around the world, there are now efforts to help students develop as computational thinkers.
Kim Flintoff's insight:
"Computational fluency involves not only an understanding of computational concepts and problem-solving strategies, but also the ability to create and express oneself with digital technologies"
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Measuring leakage through the blood-brain barrier - Research | Curtin University, Perth, Australia

Measuring leakage through the blood-brain barrier - Research | Curtin University, Perth, Australia | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The brain is unusual compared to other organs in that it has a very dense vascular network, but tightly restricts the passage of molecules from the blood into the brain tissues – referred to as the blood-brain barrier (BBB). In many disease processes, from mild conditions through to traumatic brain injury, the barrier function lessens and molecules leak through.
Kim Flintoff's insight:
Curtin #neuroscience researchers have developed a machine-learning algorithm that can accurately measure leakage through the #bloodbrainbarrier. More: http://curtin.edu/va8n3v
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Janesville School District sees success with computational thinking program

Janesville School District sees success with computational thinking program | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The program, run by Discovery Education and Tata Consultancy Services, offers teachers training in coding, developing algorithms and analyzing data.
Kim Flintoff's insight:
The program, run by Discovery Education and Tata Consultancy Services, offers teachers training in coding, developing algorithms and analyzing data.
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Digivizer, Airtasker, The Iconic reps talk big data at Deakin event

Digivizer, Airtasker, The Iconic reps talk big data at Deakin event | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Companies embarking on a big-data journey must realise they are engaging in a value exchange with their customers, one that requires them to tailor information to make a website or product more useful or interesting, while remaining vigilant about crossing a line when it comes to privacy or ethics violations.
Kim Flintoff's insight:
Companies embarking on a big-data journey must realise they are engaging in a value exchange with their customers, one that requires them to tailor information to make a website or product more useful or interesting, while remaining vigilant about crossing a line when it comes to privacy or ethics violations.
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K12 Computational Thinking Resources | Ignite My Future in School

K12 Computational Thinking Resources | Ignite My Future in School | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
There are lots of resources available to help students grow as computational thinkers— and many are free! Some of these platforms begin at basic levels and can be utilized by beginners as young as preschool age, while still others provide interactive experiences that utilize diverse computational thinking strategies.

Here are 10 useful computational thinking resources:
Kim Flintoff's insight:
There are lots of resources available to help students grow as computational thinkers— and many are free! Some of these platforms begin at basic levels and can be utilized by beginners as young as preschool age, while still others provide interactive experiences that utilize diverse computational thinking strategies. Here are 10 useful computational thinking resources:
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The Data Science Bubble –

Data science has produced some of the greatest tech innovations in the past decade, but as practiced in many organizations it’s also completely unsustainable. Producing more relevant models, mitigating risk and keeping up with the pace of the field will require organizations to rethink how they do data science. Structuring data science as entrepreneurship makes it a great investment once again.
Kim Flintoff's insight:
Data science has produced some of the greatest tech innovations in the past decade, but as practiced in many organizations it’s also completely unsustainable. Producing more relevant models, mitigating risk and keeping up with the pace of the field will require organizations to rethink how they do data science. Structuring data science as entrepreneurship makes it a great investment once again.
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Exploring the Essential Elements of Data Science Education

Exploring the Essential Elements of Data Science Education | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The data science education revolution is growing, and we’re delighted that you are part of this movement to bring more data experiences into your classroom! We hope you enjoy this free copy of The Essential Elements of Data Science Education (PDF). See how six modes of working with data have the potential to bring simplicity and sophistication to the study of data. More at the Concord Consortium site: https://concord.org/blog/topic/data-science-education/
Kim Flintoff's insight:
The data science education revolution is growing, and we’re delighted that you are part of this movement to bring more data experiences into your classroom! We hope you enjoy this free copy of The Essential Elements of Data Science Education (PDF). See how six modes of working with data have the potential to bring simplicity and sophistication to the study of data.

More at the Concord Consortium site:  https://concord.org/blog/topic/data-science-education/
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Our lack of interest in data ethics will come back to haunt us

Our lack of interest in data ethics will come back to haunt us | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The problem is, data scientists and analysts are constantly talking about the potential for how to use this data, but too few are talking about the ethics. If we’re going to keep pushing for better systems built on big data, we need to democratize and popularize the ethical conversation surrounding them.

The main concerns
Most people understand the privacy concerns that can arise with collecting and harnessing big data, but the ethical concerns run far deeper than that.
Kim Flintoff's insight:
The problem is, data scientists and analysts are constantly talking about the potential for how to use this data, but too few are talking about the ethics. If we’re going to keep pushing for better systems built on big data, we need to democratize and popularize the ethical conversation surrounding them. The main concerns Most people understand the privacy concerns that can arise with collecting and harnessing big data, but the ethical concerns run far deeper than that.
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Why an insecure internet is actually in tech companies’ best interests |

Why an insecure internet is actually in tech companies’ best interests | | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Google, Facebook, Amazon and others make their profits in two main ways: by collecting as much data as possible from us and by controlling what we pay for, says online security expert Bruce Schneier. And what does this all depend on? A vulnerable internet.
Flaws in technology are not the only reason we have such an insecure internet. Another important reason — maybe even the main reason — is that the internet’s most powerful architects have manipulated the network to make it serve their own interests.
Kim Flintoff's insight:
Google, Facebook, Amazon and others make their profits in two main ways: by collecting as much data as possible from us and by controlling what we pay for, says online security expert Bruce Schneier. And what does this all depend on? A vulnerable internet. Flaws in technology are not the only reason we have such an insecure internet. Another important reason — maybe even the main reason — is that the internet’s most powerful architects have manipulated the network to make it serve their own interests.
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Data Science Week | Perth

Data Science Week (DSW) has a 'distributed' organisational model, where organisations run and organise their own events but promote themselves via this website, the DSW logo and relevant hashtag (#DSW19) to create a week-long series of events that celebrate everything Data Science.  

This year we are not restricting events to Perth and welcome Expressions of Interest (EOI) from wherever you may be located.

Expression of interest


To submit your Data Science Week event for 2019, please complete the following expression of interest form

Kim Flintoff's insight:
Data Science Week (DSW) has a 'distributed' organisational model, where organisations run and organise their own events but promote themselves via this website, the DSW logo and relevant hashtag (#DSW19) to create a week-long series of events that celebrate everything Data Science. This year we are not restricting events to Perth and welcome Expressions of Interest (EOI) from wherever you may be located. Expression of interest To submit your Data Science Week event for 2019, please complete the following expression of interest form
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ISTE | ISTE Announces New Computational Thinking Standards for All Educators

ISTE | ISTE Announces New Computational Thinking Standards for All Educators | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The International Society for Technology in Education (ISTE) announced its new ISTE Standards for Educators: Computational Thinking Competencies (CT Competencies) during the CSforALL Summit, which followed ISTE's first-ever No Fear Coding Lab, held in Detroit.

CT Competencies focus on the knowledge, skills and mindset needed to bring computational thinking (CT) to all K–12 content areas and are designed for all educators, including those who are new to computer science. The CT Competencies represent the first-ever approach to correlate and align the ISTE Standards for Educators, the K–12 Computer Science Framework and the Computer Science Teachers Association (CSTA) standards for students. Schools of education across the country will also use the CT Competencies to prepare new educators to lead the way with CT skills.
Kim Flintoff's insight:
The International Society for Technology in Education (ISTE) announced its new ISTE Standards for Educators: Computational Thinking Competencies (CT Competencies) during the CSforALL Summit, which followed ISTE's first-ever No Fear Coding Lab, held in Detroit.
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Art made of data | TED Talks

Art made of data | TED Talks | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Seeing patterns and creating beauty — data visualization has become an art form. Meet pioneering artists who use spreadsheets, archives and digital data as their paints and canvas.
Kim Flintoff's insight:

Seeing patterns and creating beauty — data visualization has become an art form. Meet pioneering artists who use spreadsheets, archives and digital data as their paints and canvas.

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Tom Griffiths: 3 ways to make better decisions -- by thinking like a computer | TED Talk

Tom Griffiths: 3 ways to make better decisions -- by thinking like a computer | TED Talk | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
If you ever struggle to make decisions, here's a talk for you. Cognitive scientist Tom Griffiths shows how we can apply the logic of computers to untangle tricky human problems, sharing three practical strategies for making better decisions -- on everything from finding a home to choosing which restaurant to go to tonight.
Kim Flintoff's insight:
If you ever struggle to make decisions, here's a talk for you. Cognitive scientist Tom Griffiths shows how we can apply the logic of computers to untangle tricky human problems, sharing three practical strategies for making better decisions -- on everything from finding a home to choosing which restaurant to go to tonight.
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ISTE | Students use computational thinking to analyze real problems

ISTE | Students use computational thinking to analyze real problems | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
Learning how to talk about data

McCaslin says the agency she was given made this project a more interesting and practical way of learning important concepts.

“We learned how to tell if certain regressions (linear, exponential, quadratic, cubic, etc.) were a good fit or not for our data from our residual plot,” she says. “We also learned how to go into depth on how to describe the data using a real-world example that we care about.”

Some of the subjects the kids chose are difficult problems, but Jenson feels like they are ready to have those challenging conversations. With the computational thinking skills to analyze data, they’re also ready to offer solutions.

“These are the kids who are going to change the world,” she says.
Kim Flintoff's insight:
Learning how to talk about data McCaslin says the agency she was given made this project a more interesting and practical way of learning important concepts. “We learned how to tell if certain regressions (linear, exponential, quadratic, cubic, etc.) were a good fit or not for our data from our residual plot,” she says. “We also learned how to go into depth on how to describe the data using a real-world example that we care about.” Some of the subjects the kids chose are difficult problems, but Jenson feels like they are ready to have those challenging conversations. With the computational thinking skills to analyze data, they’re also ready to offer solutions. “These are the kids who are going to change the world,” she says.
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(129) The Remarkable Power of Public Data with Harvard Professor, Archon Fung PhD - YouTube

Read the transcript here https://bit.ly/2z6dtkO and subscribe to the podcast on Itunes https://apple.co/2mNTtI5. You can easily see the amount of calories in your peanut butter and your car's safety rating. But this publicly available data comes from hard-won battles - and the numbers behind many of our most crucial issues in healthcare, environment, and finance are either under lock and key -  or they are simply not even measured. In this month's podcast episode I interview Harvard University Professor Archon Fung PhD about what happens when we turn important data that is often hidden and contentious into a publicly available resource for the world to see.
Kim Flintoff's insight:
Read the transcript here https://bit.ly/2z6dtkO and subscribe to the podcast on Itunes https://apple.co/2mNTtI5. You can easily see the amount of calories in your peanut butter and your car's safety rating. But this publicly available data comes from hard-won battles - and the numbers behind many of our most crucial issues in healthcare, environment, and finance are either under lock and key -  or they are simply not even measured. In this month's podcast episode I interview Harvard University Professor Archon Fung PhD about what happens when we turn important data that is often hidden and contentious into a publicly available resource for the world to see.
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The Untold Story of NotPetya, the Most Devastating Cyberattack in History

The Untold Story of NotPetya, the Most Devastating Cyberattack in History | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
IT WAS A perfect sunny summer afternoon in Copenhagen when the world’s largest shipping conglomerate began to lose its mind.

The headquarters of A.P. Møller-Maersk sits beside the breezy, cobblestoned esplanade of Copenhagen’s harbor. A ship’s mast carrying the Danish flag is planted by the building’s northeastern corner, and six stories of blue-tinted windows look out over the water, facing a dock where the Danish royal family parks its yacht. In the building’s basement, employees can browse a corporate gift shop, stocked with Maersk-branded bags and ties, and even a rare Lego model of the company’s gargantuan Triple-E container ship, a vessel roughly as large as the Empire State Building laid on its side, capable of carrying another Empire State Building–sized load of cargo stacked on top of it.
Kim Flintoff's insight:
A fascinating narrative account:

"IT WAS A perfect sunny summer afternoon in Copenhagen when the world’s largest shipping conglomerate began to lose its mind. The headquarters of A.P. Møller-Maersk sits beside the breezy, cobblestoned esplanade of Copenhagen’s harbor. A ship’s mast carrying the Danish flag is planted by the building’s northeastern corner, and six stories of blue-tinted windows look out over the water, facing a dock where the Danish royal family parks its yacht. In the building’s basement, employees can browse a corporate gift shop, stocked with Maersk-branded bags and ties, and even a rare Lego model of the company’s gargantuan Triple-E container ship, a vessel roughly as large as the Empire State Building laid on its side, capable of carrying another Empire State Building–sized load of cargo stacked on top of it."
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Curtin Uni and Optus in AI research effort

Curtin Uni and Optus in AI research effort | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
It will also involve the appointment of an Optus chair in artificial intelligence and three Optus research fellows focusing on applying AI technologies in areas such as regional telecommunications. This project aims to improve student outcomes and allocate funds for PhD scholarships and student projects, the telco said on Monday.
Kim Flintoff's insight:
"It will also involve the appointment of an Optus chair in artificial intelligence and three Optus research fellows focusing on applying AI technologies in areas such as regional telecommunications. This project aims to improve student outcomes and allocate funds for PhD scholarships and student projects, the telco said on Monday."
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Project Jupyter | Home

Project Jupyter | Home | Data Science and Computational Thinking [inc Big Data and Internet of Things] | Scoop.it
The Jupyter Notebook is a web-based interactive computing platform. The notebook combines live code, equations, narrative text, visualizations, interactive dashboards and other media.
Kim Flintoff's insight:
The Jupyter Notebook is a web-based interactive computing platform. The notebook combines live code, equations, narrative text, visualizations, interactive dashboards and other media.
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