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text and data mining

38 great resources for learning data mining concepts and techniques

http://www.rubedo.com.br/2016/08/38-great-resources-for-learning-data.html

Learn data mining languages: R, Python and SQL

W3Schools – Fantastic set of interactive tutorials for learning different languages. Their SQL tutorial is second to none. You’ll learn how to manipulate data in MySQL, SQL Server, Access, Oracle, Sybase, DB2 and other database systems.
Treasure Data – The best way to learn is to work towards a goal. That’s what this helpful blog series is all about. You’ll learn SQL from scratch by following along with a simple, but common, data analysis scenario.
10 Queries – This course is recommended for the intermediate SQL-er who wants to brush up on his/her skills. It’s a series of 10 challenges coupled with forums and external videos to help you improve your SQL knowledge and understanding of the underlying principles.
TryR – Created by Code School, this interactive online tutorial system is designed to step you through R for statistics and data modeling. As you work through their seven modules, you’ll earn badges to track your progress helping you to stay on track.
Leada – If you’re a complete R novice, try Lead’s introduction to R. In their 1 hour 30 min course, they’ll cover installation, basic usage, common functions, data structures, and data types. They’ll even set you up with your own development environment in RStudio.
Advanced R – Once you’ve mastered the basics of R, bookmark this page. It’s a fantastically comprehensive style guide to using R. We should all strive to write beautiful code, and this resource (based on Google’s R style guide) is your key to that ideal.
Swirl – Learn R in R – a radical idea certainly. But that’s exactly what Swirl does. They’ll interactively teach you how to program in R and do some basic data science at your own pace. Right in the R console.
Python for beginners – The Python website actually has a pretty comprehensive and easy-to-follow set of tutorials. You can learn everything from installation to complex analyzes. It also gives you access to the Python community, who will be happy to answer your questions.
PythonSpot – A complete list of Python tutorials to take you from zero to Python hero. There are tutorials for beginners, intermediate and advanced learners.
Read all about it: data mining books
Data Jujitsu: The Art of Turning Data into Product – This free book by DJ Patil gives you a brief introduction to the complexity of data problems and how to approach them. He gives nice, understandable examples that cover the most important thought processes of data mining. It’s a great book for beginners but still interesting to the data mining expert. Plus, it’s free!
Data Mining: Concepts and Techniques – The third (and most recent) edition will give you an understanding of the theory and practice of discovering patterns in large data sets. Each chapter is a stand-alone guide to a particular topic, making it a good resource if you’re not into reading in sequence or you want to know about a particular topic.
Mining of Massive Datasets – Based on the Stanford Computer Science course, this book is often sighted by data scientists as one of the most helpful resources around. It’s designed at the undergraduate level with no formal prerequisites. It’s the next best thing to actually going to Stanford!
Big Data, Data Mining, and Machine Learning: Value Creation for Business Leaders and Practitioners – This book is a must read for anyone who needs to do applied data mining in a business setting (ie practically everyone). It’s a complete resource for anyone looking to cut through the Big Data hype and understand the real value of data mining. Pay particular attention to the section on how modeling can be applied to business decision making.
Data Smart: Using Data Science to Transform Information into Insight – The talented (and funny) John Foreman from MailChimp teaches you the “dark arts” of data science. He makes modern statistical methods and algorithms accessible and easy to implement.
Hadoop: The Definitive Guide – As a data scientist, you will undoubtedly be asked about Hadoop. So you’d better know how it works. This comprehensive guide will teach you how to build and maintain reliable, scalable, distributed systems with Apache Hadoop. Make sure you get the most recent addition to keep up with this fast-changing service.
 Online learning: data mining webinars and courses
DataCamp – Learn data mining from the comfort of your home with DataCamp’s online courses. They have free courses on R, Statistics, Data Manipulation, Dynamic Reporting, Large Data Sets and much more.
Coursera – Coursera brings you all the best University courses straight to your computer. Their online classes will teach you the fundamentals of interpreting data, performing analyzes and communicating insights. They have topics for beginners and advanced learners in Data Analysis, Machine Learning, Probability and Statistics and more.
Udemy – With a range of free and pay for data mining courses, you’re sure to find something you like on Udemy no matter your level. There are 395 in the area of data mining! All their courses are uploaded by other Udemy users meaning quality can fluctuate so make sure you read the reviews.
CodeSchool – These courses are handily organized into “Paths” based on the technology you want to learn. You can do everything from build a foundation in Git to take control of a data layer in SQL. Their engaging online videos will take you step-by-step through each lesson and their challenges will let you practice what you’ve learned in a controlled environment.
Udacity – Master a new skill or programming language with Udacity’s unique series of online courses and projects. Each class is developed by a Silicon Valley tech giant, so you know what your learning will be directly applicable to the real world.
Treehouse – Learn from experts in web design, coding, business and more. The video tutorials from Treehouse will teach you the basics and their quizzes and coding challenges will ensure the information sticks. And their UI is pretty easy on the eyes.
Learn from the best: top data miners to follow
John Foreman – Chief Data Scientist at MailChimp and author of Data Smart, John is worth a follow for his witty yet poignant tweets on data science.
DJ Patil – Author and Chief Data Scientist at The White House OSTP, DJ tweets everything you’ve ever wanted to know about data in politics.
Nate Silver – He’s Editor-in-Chief of FiveThirtyEight, a blog that uses data to analyze news stories in Politics, Sports, and Current Events.
Andrew Ng – As the Chief Data Scientist at Baidu, Andrew is responsible for some of the most groundbreaking developments in Machine Learning and Data Science.
Bernard Marr – He might know pretty much everything there is to know about Big Data.
Gregory Piatetsky – He’s the author of popular data science blog KDNuggets, the leading newsletter on data mining and knowledge discovery.
Christian Rudder – As the Co-founder of OKCupid, Christian has access to one of the most unique datasets on the planet and he uses it to give fascinating insight into human nature, love, and relationships
Dean Abbott – He’s contributed to a number of data blogs and authored his own book on Applied Predictive Analytics. At the moment, Dean is Chief Data Scientist at SmarterHQ.
Practice what you’ve learned: data mining competitions
Kaggle – This is the ultimate data mining competition. The world’s biggest corporations offer big prizes for solving their toughest data problems.
Stack Overflow – The best way to learn is to teach. Stackoverflow offers the perfect forum for you to prove your data mining know-how by answering fellow enthusiast’s questions.
TunedIT – With a live leaderboard and interactive participation, TunedIT offers a great platform to flex your data mining muscles.
DrivenData – You can find a number of nonprofit data mining challenges on DataDriven. All of your mining efforts will go towards a good cause.
Quora – Another great site to answer questions on just about everything. There are plenty of curious data lovers on there asking for help with data mining and data science.
Meet your fellow data miner: social networks, groups and meetups
Reddit – Reddit is a forum for finding the latest articles on data mining and connecting with fellow data scientists. We recommend subscribing to r/dataminingr/dataisbeautiful,r/datasciencer/machinelearning and r/bigdata.
Facebook – As with many social media platforms, Facebook is a great place to meet and interact with people who have similar interests. There are a number of very active data mining groups you can join.
LinkedIn – If you’re looking for data mining experts in a particular field, look no further than LinkedIn. There are hundreds of data mining groups ranging from the generic to the hyper-specific. In short, there’s sure to be something for everyone.
Meetup – Want to meet your fellow data miners in person? Attend a meetup! Just search for data mining in your city and you’re sure to find an awesome group near you.
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8 fantastic examples of data storytelling

https://www.import.io/post/8-fantastic-examples-of-data-storytelling/

Data storytelling is the realization of great data visualization. We’re seeing data that’s been analyzed well and presented in a way that someone who’s never even heard of data science can get it.

Google’s Cole Nussbaumer provides a friendly reminder of what data storytelling actually is, it’s straightforward, strategic, elegant, and simple.

 

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more on text and data mining in this IMS blog
hthttps://blog.stcloudstate.edu/ims?s=data+mining

GLOBAL COLLABORATION DAY SEPTEMBER 15TH

Students, teachers, and organizations will join together online to celebrate and demonstrate global collaboration on September 15, 2016. On Global Collaboration Day, educators and professionals from around the world will host connective projects and events and invite public participation. This event is brought to you by VIF International Education, Google for Education, iEARN-USA and Edmodo.

The primary goals of this 24-hour, worldwide event are to:

  • demonstrate the power of global connectivity in classrooms, schools, institutions of informal learning and universities around the world
  • introduce others to the collaborative tools, resources and projects that are available to educators today
  • to focus attention on the need for developing globally competent students and teachers throughout the world

Global Collaboration Day will take place on September 15 in participant time zones. Classrooms, schools, and organizations will design and host engaging online activities for others to join. Events will range from mystery location calls to professional development events to interviews with experts. All events will be collated in an online calendar viewable in participants’ individual time zones. Participants will be connected on Twitter via the hashtag #globaled16.

An optional new activity this year will be the Great Global Project Challenge. Between now and October 1, 2016, global educators will design collaborative projects using a variety of platforms in which other students and teachers may participate during the course of the 2016-2017 school year. The objective is to create and present as many globally connective projects for students and educators as possible. The final deadline for submissions into our project directory is October 1, but participants are also encouraged to do an introductory activity for their project on Global Collaboration Day as well.

Global Collaboration Day is a project of the Global Education Conference Network, a free online virtual conference that takes place every November during International Education Week. GCD, along with Global Education Day at ISTE and Global Leadership Week, are events designed to connect educators and keep global conversations going year round.

For more information about Global Collaboration Day, please visit our main web site. A digital flyer is also available for distribution.

Follow us on social media:

 

Help us spread the word. Here are some sample Tweets:

  • Join us for Global Collaboration Day! Details here: http://bit.ly/2016GCD #globaled16
  • YOUR ORG’S TWITTER HANDLE is pleased to partner with @GlobalEdCon and educators around the globe for Global Collaboration Day: http://bit.ly/2016GCD
  • Are you an education leader? Inspire global collaboration on Global Collaboration Day 9/15. http://bit.ly/2016GCD #globaled16
  • Learn more about participating in the Global Collaboration Day celebration: http://bit.ly/2016GCD #globaled16
  • Project hosts are sought for Global Collaboration Day. Details here: http://bit.ly/2016GCD #globaled16

 

Logos and Badges for Participants, Hosts, Partners and Sponsors are located here: http://bit.ly/gcdimages

Interested in serving as an outreach partner?


Send an email to Lucy Gray (lucy@globaledevents.com) indicating your interest. Include information on how you can help us get the word out to networks with 5000 members or more.

over-achieving students ignored

Age-Based, Grade-Level System Ignores Huge Numbers of Over-Achieving Students

By Dian Schaffhauser 08/23/16

https://thejournal.com/articles/2016/08/23/age-based-grade-level-system-ignores-huge-numbers-of-over-achieving-students.aspx

How Can So Many Students Be Invisible? Large Percentages of American Students Perform Above Grade Level,” produced in the Institute of Education Policy at Johns Hopkins University, examined data sets from five sources: the Common Core-based Smarter Balanced assessments in Wisconsin and California, Florida’s standards assessments, the Northwest Evaluation Association’s (NWEA) Measures of Academic Progress (MAP) and the National Assessment of Educational Progress (NAEP).

between 15 percent and 45 percent of students enter elementary classrooms each fall learning above grade level. The result is that they’re not challenged enough in school, and teacher time and school resources are wasted in trying to teach them stuff they already know.

The entire report is available on the institute’s website. http://education.jhu.edu/edpolicy/commentary/PerformAboveGradeLevel

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more on gifted students in this IMS blog

https://blog.stcloudstate.edu/ims?s=gifted

Pokemon Go for or against it

New assignment this fall in Minnesota schools: deal with ‘Pokémon Go’

Education Solvejg Wastvedt · ·
https://www.mprnews.org/story/2016/08/26/pokemon-go-school-concerns
The company accepts requests for removals via its support website
1. School administrator John Wetter took on an odd assignment over summer break at the request of one of his principals: Track down any PokéStops or gyms lurking on Hopkins school grounds. He asked game developer Niantic Labs to remove it from the game.
So far the game has only been blocked at sites such as the United States Holocaust Memorial Museum in Washington, D.C.
2. Some educators are embracing the interest in “Pokémon Go” as a potential teaching tool. “Any time something becomes a big pop culture sensation, as a teacher I try to just kind of ride the coattails,”
At St. Paul’s Washington Technology Magnet School, educator Eric Gunderson made a spinoff of “Pokémon Go” that students can play on their district-issued iPads. He created it using an augmented reality app called Aurasma. He printed pictures of eggs on sheets of paper. Get the printed egg in view of the iPad’s camera, and an animated animal appears onscreen, a knockoff Pokémon.
The Minnesota Department of Education said it hasn’t gotten inquiries from school districts concerned about “Pokémon Go.” A spokesperson for the Osseo Area School District noted that students face many distractions. “Our leaders are very skilled in dealing with whatever the distraction of the day is,” the spokesperson wrote in an email.

surveying social media use on campus

Montana State University Library Social Media Survey: http://www.lib.montana.edu/social-media-survey/

A Survey of K-12 Educators on Social Networking and Content

http://www.edweb.net/fimages/op/K12Survey.pdf

SEAL Canada; https://www.cais.ca/uploaded/Professional_Development/socialmediasurveydraft3.pdf

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Reach of leading social media and networking sites used by teenagers and young adults in the United States as of February 2016

http://www.statista.com/statistics/199242/social-media-and-networking-sites-used-by-us-teenagers/

Study Finds 77% of College Students Use Snapchat Daily, Feb 24, 2014: http://mashable.com/2014/02/24/snapchat-study-college-students/#HMZ348OWhGqJ

Student Panel Survey: Social Media Executive Summary

posted on

https://www.nacs.org/research/insightsintostudentbehavior/tabid/4856/ArticleID/374/Student-Panel-Survey-Social-Media-Executive-Summary.aspx

The Evolution of Social Media Use Among College Students

Feb 19 2014
March 2, 2016 By Carl Straumsheim

https://www.insidehighered.com/news/2016/03/02/study-explores-impact-social-media-texting-email-use

While some faculty members are hesitant to contact students on whichever social media platform is in vogue, others have explored texting as an alternative to email.

The paper, which is being presented at next month’s Information and Telecommunications Education and Research Association conference, also recommends colleges should consider using texting and social media platforms to reach students. However, the findings still suggest email can be an effective method of communication.

How Millennials use and control social media, Published

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Social Media Usage Trends Among Higher Education Faculty ;
2011-social-media-report
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K-12 Teachers in America Remain Reluctant to Integrate Social Media in the Classroom, Finds University of Phoenix Teacher Survey http://www.phoenix.edu/news/releases/2016/08/k-12-teachers-remain-reluctant-social-media.html

 

Zygmunt Bauman Social media are a trap

Zygmunt Bauman: “Social media are a trap.”The Polish-born sociologist is skeptical about the possibilities for political change

Since developing his theory of liquid modernity in the late 1990s – which describes our age as one in which “all agreements are temporary, fleeting, and valid only until further notice” – he has become a leading figure in the field of sociology.
Q. You are skeptical of the way people protest through social media, of so-called “armchair activism,” and say that the internet is dumbing us down with cheap entertainment. So would you say that the social networks are the new opium of the people?
A. The question of identity has changed from being something you are born with to a task: you have to create your own community. But communities aren’t created, and you either have one or you don’t. What the social networks can create is a substitute. The difference between a community and a network is that you belong to a community, but a network belongs to you. You feel in control. You can add friends if you wish, you can delete them if you wish. You are in control of the important people to whom you relate. People feel a little better as a result, because loneliness, abandonment, is the great fear in our individualist age. But it’s so easy to add or remove friends on the internet that people fail to learn the real social skills, which you need when you go to the street, when you go to your workplace, where you find lots of people who you need to enter into sensible interaction with. Pope Francis, who is a great man, gave his first interview after being elected to Eugenio Scalfari, an Italian journalist who is also a self-proclaimed atheist. It was a sign: real dialogue isn’t about talking to people who believe the same things as you. Social media don’t teach us to dialogue because it is so easy to avoid controversy… But most people use social media not to unite, not to open their horizons wider, but on the contrary, to cut themselves a comfort zone where the only sounds they hear are the echoes of their own voice, where the only things they see are the reflections of their own face. Social media are very useful, they provide pleasure, but they are a trap.

Ethical Considerations For Using Virtual Reality

Five Ethical Considerations For Using Virtual Reality with Children and Adolescents

https://ww2.kqed.org/mindshift/2016/08/17/five-ethical-considerations-for-using-virtual-reality-with-children-and-adolescents/

G+ link https://plus.google.com/+TessPajaron/posts/8YYgjoPrQvq

In an address to the VRX conference in San Francisco, noted game developer and tech wizard, Jesse Schell predicted that over 8 million VR gamer headsets will be sold in 2016. Facebook purchased Oculus Rift, presumably laying the groundwork for a future where friends and family will interact in rich virtual spaces. All the major players, including Microsoft, Sony, Samsung, Google and an HTC and Valve partnership are jostling for the consumer headset market.

Experimenting with VR in his classes as part of a project piloted by Seattle-based foundry10, a privately funded research organization that creates partnerships with educators to implement, research and explore the various intersections of emerging technologies and learning, including VR..

And the technology’s potential for good is vast. It has already been used to help with autism, improve personal financial management, treat PTSD and manage pain. More and more news outlets, including the New York Times, are adopting immersive journalism, where news stories can be experienced through VR.

As an educational tool, VR might prove transformative. Google Expeditions allows students to take over 100 virtual journeys from ancient Rome to the surface of Mars. It might also have a big impact on social emotional learning (SEL), as VR’s unique ability to produce empathy recently led Wired magazine to explore its potential as “the ultimate empathy machine”. Addressing a persistent anxiety, Suter used Samsung Gear’s Public Speaking Simulator to successfully prepare a few nervous students for class presentations, reporting they felt “much more calm” during the live delivery.

Ethical Considerations

In a recently published article, researchers Michael Madary and Thomas K. Metzinger from Johannes Gutenberg University in Germany review a series of ethical considerations when implementing VR. The illusion of embodiment may provide VR’s greatest value to education, but also lies at the heart of its ethical implementation. Madary and Metzinger believe that VR is not just an evolution from television and video game screens, but a revolution that will have an enormous social impact. In their paper, they claim that:

VR technology will eventually change not only our general image of humanity but also our understanding of deeply entrenched notions, such as “conscious experience,” “selfhood,” “authenticity,” or “realness.”

It’s important to remember that many current VR uses in schools, like Google Expeditions, are not interactive VR, but simply 360-degree video experiences. In these cases, students experience immersive 3D pictures or panoramas, but do not deeply interact with the content. The illusion of embodiment is a product of interactive content and motion tracking, where users can alter and affect their environment and engage with others who share their virtual space. Headsets like the Vive and Occulus Rift fall under this latter category, but it won’t be long before most, if not all, consumer oriented VR technology will be completely immersive and interactive.

1. Long-Term Effects and Prolonged Exposure

2. The Impact of Environment on Agency and Behavior

3. Aggravating Preexisting Psychological or Emotional Issues

4. (Un)Reality and Diminished Real World Interactions

5. Privacy and Data Gathering

 

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more on virtual reality in this IMS blog

https://blog.stcloudstate.edu/ims?s=virtual+reality

interview q/s for school leaders

Interview Questions for 1:1 School Leaders

http://www.edurolearning.com/interview-questions-for-school-leaders/

found in G+ https://plus.google.com/+JeffUtechtEd/posts/Vys7LxSjzuW

help administrators as they start hiring for their 1:1 environment with some questions they can ask during the interview process.

Questions for teachers entering a 1:1 school

What computer platform are you most comfortable with, Mac, PC or tablet?

Why do you want to work in a 1:1 school?

What particular challenges and learning opportunities excite you about working in a 1:1 school like ours?

Being able to look up information and resources on the web is an important skill. Explain how you go about looking up information on the web. How do you verify that the information you find is trustworthy and of use to you and your students?

Knowing we are a 1:1 school and that we expect students to use their laptops for learning, what is something that you would start learning and thinking about today to prepare you for this new learning environment?

At what times do you feel that it would be appropriate to have “lids down”?  When do you believe a laptop is not a tool for appropriate use?

How comfortable are you with using online resources in your classroom? What are some resources you’ve used in the past? How have you found these resources?

Tell me how you think the future you are preparing children for will be different?

How often do you/have you taken part in technology Professional Development opportunities?

Do you read any professional magazines or educational blogs as part of your own PD? If so, which ones?

What apps do you use to curate information?

What apps do you use to curate information?

Do you have a Personal Learning Network? If so, can you tell me a story of how you learn from your network.

How often do others come to you for guidance in using technology? Do you offer guidance when not asked? If so, describe how you did this recently?

leadership in finland

Lessons From Finland: What Educators Can Learn About Leadership

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