| By David Smith | Article Rating: |
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| October 16, 2012 12:24 PM EDT | Reads: |
941 |
Joseph Rickert reports from last weekend's ACM Data Mining Camp in San Jose.
Andre
Ng, co-founder of Coursera, Director of the Stanford Artificial Intelligence
Lab and Associate Professor with the University’s Computer Science department
gave the keynote address at the ACM’s Data Mining Camp held at the PayPal/eBay
town hall this past Saturday. Andrew is on a mission. He is out to change the
world by bringing relevant, high-quality education to anyone with an internet
connection. Coursera has relationships with
33 universities and is currently offering 198 college level courses on subjects
as diverse as Modern and Contemporary American Poetry, R and Machine Learning.
Although quality education via distance learning is hardly new, and MIT has
been freely offering high-quality, college courses through its internet-based,
OpenCourseware platform for over ten years, Coursera has broken new ground by
offering an interactive learning experience on a massive scale. Recently over
300,000 students enrolled in the machine learning course. What makes this
possible is the application of software development methodology, hard core
programming and machine learning techniques to the challenges of developing
assignments, grading homework exercises and building online communities. Tests
and homework exercises go through unit testing and automatic proof checking,
complex regular expressions evaluate free-form text, and every click from every
student is captured and analyzed in much the same way that internet companies
such as google and eBay capture information about their website visitors. Coursera is already analyzing some of this data to improve there product. For
example, while reviewing answers to a machine learning assignment, Andrew
noticed that 2,000 users submitted identical wrong answers to a programming
assignment. A k-means clustering analysis revealed that the student errors
originated with switching two lines of code in a particular algorithm. This
information was used to improve the underlying lecture associated with the
assignment.
The large numbers of students have had a positive effect on
building communities. Andrew pointed out that it is easier to build a community
with 100,000 students than with 100 students. With large numbers there is a
high probability that any time of the day or night there will be someone else awake
and thinking about the same issues you are. During the most recent machine
learning class the average time to get a response to a question posted on the
bulletin board was 22 minutes. Andrew
also noted that several study groups have spontaneously organized.
The large numbers of students also make it possible for
Coursera to leverage crowd sourcing techniques. Using guidelines provided by
course instructors, experiments with students grading each other have turned
out well.
Andrew took several questions from the audience, some directly
challenging the model of free, open source education. When asked if Coursera
was competing with universities, Andrew replied that course content is only
part of the value a student gets from attending classes at Stanford: students
get more value from high quality classroom interaction and the attention of
engaged faculty.
Andrew’s talk was inspiring. The classroom / lecture model
for university education has not changed much from the time of Peter Abelard and Coursera could be the game changer. But even more importantly, the Coursera
vision could drive a new enlightenment. Andrew and Coursera are taking the high ground: “A high quality education is a
fundamental human right”. Read the original blog entry...
Published October 16, 2012 Reads 941
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More Stories By David Smith
David Smith is Vice President of Marketing and Community at Revolution Analytics. He has a long history with the R and statistics communities. After graduating with a degree in Statistics from the University of Adelaide, South Australia, he spent four years researching statistical methodology at Lancaster University in the United Kingdom, where he also developed a number of packages for the S-PLUS statistical modeling environment. He continued his association with S-PLUS at Insightful (now TIBCO Spotfire) overseeing the product management of S-PLUS and other statistical and data mining products.< David smith is the co-author (with Bill Venables) of the popular tutorial manual, An Introduction to R, and one of the originating developers of the ESS: Emacs Speaks Statistics project. Today, he leads marketing for REvolution R, supports R communities worldwide, and is responsible for the Revolutions blog. Prior to joining Revolution Analytics, he served as vice president of product management at Zynchros, Inc. Follow him on twitter at @RevoDavid
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