Day 5 Closing [course site]
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Day 5
Closing
[course site]
2
Computer vision is large scale deployed...
...is because they have learned to see.
Learning only to see ?
Learning only to see ?
Nexi, del MIT Media Lab (Foto: Spencer Lowel)3
Big data
Internet of things - IoT
Learning only to see ?
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Personal data
Big data
Learning only to see ?
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Atlas, de Boston Dynamics
Robust manipulation and motionLearning only to see ?
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Playing with other computers
Learning only to see ?
Mnih, Volodymyr, Koray Kavukcuoglu, David Silver, Alex Graves, Ioannis Antonoglou, Daan Wierstra, and Martin Riedmiller. "Playing atari with deep reinforcement learning." arXiv preprint arXiv:1312.5602 (2013).
DeepMind
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Playing with humans
AlphaGo (Google DeepMind)
Learning only to see ?
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Autonomous Driving
Google Self-driving car
Learning only to see ?
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Google Research, “Going deeper into neural networks” - DeepDream (2015)
Learning only to see ?
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Visual arts
Google Research, “Going deeper into neural networks” - DeepDream (2015)
Visual arts
Only open their eyes ?
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http://turing.deepart.io/
Visual arts
Learning only to see ?
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Music composition
Manuel Araoz, “Training a Recurrent Neural Network to Compose Music” (2016).
Learning only to see ?
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Poetry
Ross Goodwin, Neuralsnap (2016).
Learning only to see ?
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“Scripts” (!?)
Darknet
JONHe leaned close and onions, barefoot from his shoulder. "I am not a purple girl," he said as he stood over him. "The sight of you sell your father with you a little choice.""I say to swear up his sea or a boy of stone and heart, down," Lord Tywin said. "I love your word or her to me."
Learning only to see ?
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“Scripts” (!?)
Learning only to see ?
16Ars Technica, “Movie written by algorithm turns out to be hilarious and intense” (2016)
Public Health
Announcement of Google DeepMind Health (24/02/2016)
Learning only to see ?
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Nacho Hernandez, “Why artificial intelligence will democratize healthcare” (TEDx Talk, 2014)
Public health
Learning only to see ?
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Nancy Lublin, “The heartbreaking text that inspired a crisis helpline” (TED Talk 2015)
Mental health
Learning only to see ?
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Psychological support and counseling ?
Learning only to see ?
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Affective computingRana el Kalioubi, “This app know how you feel, from the look on your face”, TEDTalks 2015.
Learning only to see ?
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Nexi Project, from MIT Media Lab (Photos: Spencer Lowel)
[video]
Affective computing
Learning only to see ?
“Google’s chairman (Eric Schmidth) thinks artificial intelligence will let scientists solve some of the world’s "hard problems," like population growth, climate change, human development, and education.” (Bloomberg Business, 11/01/2016)
[+info @ MIT Technology Review]
Artificial intelligence
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Google’s CEO Sundar Pichai: “Era Of Computers Will End Very Soon, AI Will Rule” (Fossbytes, 03/05/2016)
Artificial intelligence
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Jeremy Howard, “The wonderful and terrifying implications of computers that can learn”, TEDTalks 2014.
Artificial intelligence
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Artificial intelligenceStephen Hawking, “Artificial intelligence could spell out the human race.” (2014)
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Elon Musk (Tesla), one of OpenAI promoters
Artificial intelligence
28Andrej Karpathy
Neil Lawrence, OpenAI won’t benefit humanity without open data sharing (The Guardian, 14/12/2015)
Phd Comics: Who owns your data ? (Hint: it is not you)
Artificial intelligence
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Artificial intelligence
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Xavier Sala-i-Martin (Columbia University), “Les conclusions del Fòrum de Davos”
(TV3, 03/02/2016) - in Catalan
Carles Boix (Princeton University), “La quarta revolució industrial”
(Diari Ara, 08/02/2016) - in Catalan
Artificial intelligence
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Artificial intelligenceThe White House: “How to prepare the future for the Future Intelligence”
Artificial intelligenceOpen question: in which jobs will robots replace humans first ?
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Learn more
From 24 to 31 January 2017 (10:00-14:00)
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Deep Learning for Speech and Language
?
https://telecombcn-dl.github.io/2017-dlsl/
Learn moreJune/July 2017
● Course content will be updated with the latest advances.
● Current BSc students enrolled in MSc program can do the project.
● Second edition will be bettter (and worse than the third one).
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Learn more (for BSc students)
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http://pagines.uab.cat/mcv/
Master MET
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Learn more● Reading Group with public listing of videos, slides and papers.● E-mail to [email protected] if you want to join in Fall 2016.
Learn more
[Website]
Consider extending your project to a workshop paper (not announced yet) and apply for some volunteer opportunities for free registration.
Also: specific workshop and social event for Women in Machine Learning
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Learn more with Nat & Lo 20% Google Project:
Learn more
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?
Learn more
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Learn more
“Machine learning” sub-Reddit.
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Learn more
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Learn more
Grup d’estudi de machine learning Barcelona
BSc, MSc & Phd @ UPC
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BSc, MSc & Phd @ UPC
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● Language and Vision
New visual Turing test
BSc, MSc & Phd @ UPC
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● Saliency vs Attention
BSc, MSc & Phd @ UPC
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● Image and Video Retrieval
BSc, MSc & Phd @ UPC
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● Wearables & Egocentric Vision
BSc, MSc & Phd @ UPC
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● Affective Computing
CNN
BSc, MSc & Phd @ UPC
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● Medical Imaging
BSc, MSc & Phd @ UPC
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● Multimodal People Recognition
BSc, MSc & Phd @ DCU - Insight
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Eva Mohedano
Prof Noel O’Connor
Dublin City University
Insight Centre for Data Analytics
BSc, MSc & Phd @ DCU - Insight
Kevin McGuinnes
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BSc, MSc & Phd @ DCU - Insight
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