Deep Learning is Evolving into the Key Technology of Artificial Intelligence. Sepp Hochreiter

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1 Deep Learning is Evolving into the Key Technology of Artificial Intelligence Sepp Hochreiter

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6 AI Facts AI is a black box just like humans AI is difficult we wanted Rosie, instead we got Roomba AI driving driverless cars is going to make driving a hobby AI must consider culture and context training shapes learning AI is not going to take our jobs we do not run out of problems AI is not going to kill us AI is going to empower us AI isn t magic and deep learning is limited a better ladder does not necessarily get you to the moon AI = Augmented Intelligence strengths of humans and machines AI changes how we interact with computers and it needs empathy

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13 Alexa...please tell Baxter the Robot to machine this part.

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15 Hey Siri, what s the best sushi place in town?

16 Dawn of AI

17 Calculations per second per 1000$

18 Project of the Future: Lernende Systeme Bundesforschungsministerin (DE) Johanna Wanka: Künstliche Intelligenz kann unser Leben verbessern Lernende Systeme / Industrie 4.0

19 Deep Learning Intelligence from Big Data

20 Intelligent Machines & Programs Ability to learn Neural Networks

21 AI Applications Transportation Maintenance Heavy industry Telecommunications Medicine and Health Care Marketing Customer service Finance Aviation Computer science Education News and publishing Music and Painting Toys and games

22 Deep Learning is All Around Us

23 Deep Learning

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25 Google Reduced Cooling Bills DeepMind AI reduces Google data centres cooling bill by 40% Google cut total energy use at its data centres by 15% PUE (Power Usage Effectiveness)

26 Deep Learning is diagnosing skin cancer and matched the performance of boardcertified dermatologists. Skin Cancer Diagnosis Nature 542, (02 February 2017), doi: /nature21056

27 AlphaGo Beats Lee Sedol DeepMind s AlphaGo beats one of the best Go players

28 Vision Deep Learning

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33 Deep Learning Speech, Text, Language

34 Long Short-Term Memory 1991: invented by Hochreiter 1997: publication Hochreiter&Schmidhuber 2009: wins French & Arabic handwriting 2011: wins offline Chinese handwriting 2012: Google s Android speech recognizer 2015: Google s Voice transcription 2016: Apple s ios 10 Quicktype 2016: Google s Translate 2016: Amazon s Alexa 2017: Facebook s Translation

35 , The AI Revolution: Why Deep Learning is Fortune,

36 LSTM: Uniform Credit Assignment A man wearing a red short shirt and sunglasses is running A running man with a red short shirt and sunglasses A red short shirt and sunglasses are worn by a running man

37 LSTM: Uniform Credit Assignment Storing a thought A man is running A man is racing A man is sprinting A man is jogging A boy is running A guy is running A male is running A husband is running Translation to german: Ein Mann rennt

38 Question Answering

39 Translation

40 JKU Projects Deep learning for fashion images and fashion blogs text and language analysis image analysis

41 Drug Design Deep Learning

42 JKU Projects ExCape: ExaScale machine learning and HPC in drug design: Toxicity prediction Drug target prediction Focus on deep learning

43 JKU Projects Deep Learning for Target Prediction Target prediction Toxicity prediction Image analysis

44 JKU Projects Exaptation: Imaging and deep learning International consortium 650,000 high content imaging data

45 Deep Learning Autonomous Systems

46 JKU Projects Audi.JKU Deep Learning Center Deep learning for autonomous driving Prediction of situations (LSTM) Attention (LSTM) Sensor (GPS, Radar, Lidar) fusion Rare events (dangerous situations)

47 JKU Projects Audi s piloted driving engine zfas (zentrale Fahrerassistenzsteuergerät)

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49 a baseball player throwing a ball in front of a field

50 people are playing a frisbee on grass

51 a dog is walking on the sandy beach

52 a man riding on a bike through the mud

53 there are two men who appear to be practicing martial arts

54 a pretty young girl holding a wine bottle in her hand

55 We are hiring! LIT AI LAB

56 We are hiring! LIT AI LAB

57 We are hiring! LIT AI LAB

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