10 things A.I. can do better than you
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Could machines become better than us? Here are 10 intellectual areas where Artificial Intelligence is already performing better than humans.
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10 things A.I. can do better than you
- 1. 10 things A.I. can do better than you A.I. Artificial intelligence
- 2. The development of full A.I. could spell the end of the human race. - Stephen Hawking Machine learning is the hot new thing. - John Hennessy, President, Stanford
- 3. Human Intelligence Artificial Intelligence Average Intelligent Sub human Par human High human Super humanPerformance A.I. comparison with human performance Borderline performs better than all humans
- 4. 4 1) A.I. beats human in games - 2016 Komodo beasts H. Nakamura in 2016AlphaGo beats L. Sedols in 2016 Go 4:1 Chess 2:1
- 5. 2) Image Classification- 2016 Human Performance A.I. Performance https://arxiv.org/pdf/1602.07261.pdf 95% 97% The ability to understand the content of an image by using machine learning
- 6. 3) Breast Cancer Diagnoses - 2017 Pathologist Performance A.I. Performance https://research.googleblog.com/2017/03/assisting-pathologists-in-detecting.html 73% 92% Doctors often use additional tests to find or diagnose breast cancer The pathologist ended up spending 30 hours on this task on 130 slides A closeup of a lymph node biopsy.
- 7. 4) Skin Cancer Diagnoses - 2016 Pathologist Performance A.I. Performance http://www.nature.com/nature/journal/v542/n7639/full/nature21056.html 96,5% 97,1% If found early 95% of skin cancers can be treated successfully Pathologist + A.I. 99,5%
- 8. 5) Face Recognition - 2016 Human Performance A.I. Performance https://www.cs.toronto.edu/~ranzato/publications/taigman_cvpr14.pdf https://arxiv.org/pdf/1603.01249v2.pdf 97,5% 97,7% The ability of a computer to scan, store, and recognize human faces for use in identifying people
- 9. 6) Lipreading - 2016 We demonstrate lip reading performance that beats a professional lip reader on videos https://arxiv.org/pdf/1611.05358v1.pdf Human Performance A.I. Performance 41,3% 57,9%
- 10. 7) Speech recognition - 2016 Methodologies and technologies that enables the recognition and translation of spoken language into text by computers https://arxiv.org/pdf/1610.05256v1.pdf Human Performance A.I. Performance 41,3% 57,9%
- 11. 8) Traffic sign recognition - 2011 Technology by which a vehicle is able to recognise the traffic signs put on the road http://image.diku.dk/igel/paper/MvCBMLAfTSR.pdf Human Performance A.I. Performance 99,22% 99,46%
- 12. 9) Solving Verbal Questions in IQ Test - 2016 Verbal comprehension questions appear very frequently in IQ tests, which measure human’s verbal ability including the understanding of the words with multiple senses, the synonyms and antonyms, and the analogies among words https://arxiv.org/pdf/1505.07909.pdf Human Performance A.I. Performance 46,23% 50,86%
- 13. 10) Photo Geolocation - 2016 We show that the resulting model attains superhuman levels of accuracy in some cases https://arxiv.org/pdf/1602.05314.pdf Human median localization error A.I. median localization error 2321 km 1132 km
- 14. Humans will always be better at giving and receiving hugs.
- 15. thank you