State-of-the-Art AI: Building Tomorrow’s Intelligent Systems
Peter Norvig, Director of Research, Google
EmTech Digital 2016. May 23, 2016
http://events.technologyreview.com/emtech/digital/16/video/watch/peter-norvig-state-of-the-art-ai
01:51 the code is more or less a black box, but you can look more carefully at it and figure out what is going on there with some degree
AI for the Common Good
Oren Etzioni, Chief Executive Officer, Allen Institute for Artificial Intelligence
EmTech Digital 2016. May 23, 2016
http://events.technologyreview.com/emtech/digital/16/video/watch/oren-etzioni-ai-for-common-good
Machine learning is 99% human work
Deep learning inputs:
– target concept
– algorithm
– neural network design
– labeled data
Application fundamentals
https://developer.android.com/guide/components/fundamentals.html
Android apps are written in the Java programming language.
Science education: Spare me the lecture
Nature 425, 234-236 (18 September 2003)
http://www.nature.com/nature/journal/v425/n6955/full/425234a.html
Evidence of this failure is provided by assessments such as the Force Concept Inventory (FCI), a multiple-choice test designed to examine students’ understanding of Newton’s laws of mechanics.
http://www.flaguide.org/tools/diagnostic/force_concept_inventory.php
https://en.wikipedia.org/wiki/Force_Concept_Inventory
Peer Instruction: Ten Years of Experience and Results.
Catherine H. Crouch and Eric Mazur.
Am. J. Phys., 69, 970-977 (2001).
ConceptTests
http://mazur.harvard.edu/education/pi.php
http://mazur.harvard.edu/education/educationmenu.php
sets of qualitative exam questions that rely on understanding a concept rather than simply using physical formulae. His methods have been adopted by physics teachers around the United States and have also been adapted for chemistry, astronomy, geology and mathematics courses.
INTERACTIVE SIMULATIONS FOR SCIENCE AND MATH
https://phet.colorado.edu/en/simulations/category/by-level/elementary-school
Nobel Laureate Carl Wieman, the PhET Interactive Simulations project at the University of Colorado Boulder creates free interactive math and science simulations.
R. R. Hake Am. J. Phys. 66, 64–74; 1998
some newcomers to the field are in danger of wasting their enthusiasm on experimental teaching projects that largely repeat what has gone before. “Does someone need to test peer instruction again? No, we know it works and now we’ve moved on to more sophisticated things,”
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Learning Science Through Computer Games and Simulations
2011
https://www.nap.edu/catalog/13078/learning-science-through-computer-games-and-simulations
Graphique 5.8. Le rapport capital/revenu dans le monde, 1870-2100
http://piketty.pse.ens.fr/files/capital21c/pdf/G5.8.pdf
http://piketty.pse.ens.fr/files/capital21c/Piketty2013GraphiquesTableauxLiens.pdf
1:19 if you have dissemination of knowledge, and if knowledge work becomes more and more and more valuable … then maybe labor has more leverage here.
4:58 it seems that we are in an age where labor is going to become more and more valuable. But not just commodity labor but hightly, highly, highly skilled labor.
10:10 Most people, if we can get education to be good enough, can now participate in these really high value jobs, where labor has a lot more leverage, where the returns to labor are larger than the returns to capital.
11:06 Star Trek reality
