Deep Learning is Evolving into the Key Technology of Artificial Intelligence Sepp Hochreiter
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
Alexa...please tell Baxter the Robot to machine this part.
Hey Siri, what s the best sushi place in town?
Dawn of AI
Calculations per second per 1000$
Project of the Future: Lernende Systeme Bundesforschungsministerin (DE) Johanna Wanka: Künstliche Intelligenz kann unser Leben verbessern Lernende Systeme / Industrie 4.0
Deep Learning Intelligence from Big Data
Intelligent Machines & Programs Ability to learn Neural Networks
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
Deep Learning is All Around Us
Deep Learning
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)
Deep Learning is diagnosing skin cancer and matched the performance of boardcertified dermatologists. Skin Cancer Diagnosis Nature 542, 115 118 (02 February 2017), doi:10.1038/nature21056
AlphaGo Beats Lee Sedol DeepMind s AlphaGo beats one of the best Go players
Vision Deep Learning
Deep Learning Speech, Text, Language
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
28.09.2016, The AI Revolution: Why Deep Learning is Fortune, 28.09.2016
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
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
Question Answering
Translation
JKU Projects Deep learning for fashion images and fashion blogs text and language analysis image analysis
Drug Design Deep Learning
JKU Projects ExCape: ExaScale machine learning and HPC in drug design: Toxicity prediction Drug target prediction Focus on deep learning
JKU Projects Deep Learning for Target Prediction Target prediction Toxicity prediction Image analysis
JKU Projects Exaptation: Imaging and deep learning International consortium 650,000 high content imaging data
Deep Learning Autonomous Systems
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)
JKU Projects Audi s piloted driving engine zfas (zentrale Fahrerassistenzsteuergerät)
a baseball player throwing a ball in front of a field
people are playing a frisbee on grass
a dog is walking on the sandy beach
a man riding on a bike through the mud
there are two men who appear to be practicing martial arts
a pretty young girl holding a wine bottle in her hand
We are hiring! LIT AI LAB
We are hiring! LIT AI LAB
We are hiring! LIT AI LAB