Download - Artificial intelligence 2015: Quo Vadis?
![Page 1: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/1.jpg)
Artificial Intelligence 2015
Quo Vadis?
![Page 2: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/2.jpg)
Deep Learning
… it took a long way with awesome results
![Page 3: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/3.jpg)
Deep Learning: a General Trend
Classifier
Fe
atu
re e
xtra
cto
r
![Page 4: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/4.jpg)
Deep Learning: a General Trend
![Page 5: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/5.jpg)
Deep Learning: a General Trend
Autoencoder neural network
![Page 6: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/6.jpg)
Deep Learning: a General Trend
Linear
transformation
Linear
transformation
Linear
transformation
![Page 7: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/7.jpg)
Deep Learning: a General Trend
Pre-trained as AutoencoderTypical classification
neural network
Moon
![Page 8: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/8.jpg)
Computer Vision
![Page 9: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/9.jpg)
Image Recognition
Convolution Networks
![Page 10: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/10.jpg)
ImageNet
Prof. Fei-Fei Li
Stanford University
Creator of ImageNet
![Page 11: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/11.jpg)
ImageNet Competition
![Page 12: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/12.jpg)
Image Classification: Better Than a Human
Andrew Ng
Chief Scientist
Baidu Research
in Silicon Valley
![Page 13: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/13.jpg)
Natural Language Processing
![Page 14: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/14.jpg)
Natural Language ProcessingTo be, or not to be, that is the question;
Whether 'tis nobler in the mind to suffer
The Slings and Arrows of outrageous Fortune
Or to take arms against a sea of troubles,
And by opposing, end them. To die, to sleep;
No more;
Być albo nie być, otóż-to pytanie,
Jestli w istocie szlachetniejszą rzeczą
Znosić pociski zawistnego losu,
Czy też stawiwszy czoło morzu nędzy,
Przez opór wybrnąć z niego? — Umrzeć, — zasnąć. —
I na tem koniec.
Быть иль не быть - вот он, вопрос.
Должна ли Великая душа сносить удары рока
Или, вооружаясь против потока бедствий,
Вступить с ним в бой и положить конец
Страданью... Умереть - заснуть... и только.
Être, ou ne pas être, telle est la question.
Y a-t-il plus de noblesse d’âme à subir
la fronde et les flèches de la fortune outrageante,
ou bien à s’armer contre une mer de douleurs
et à l’arrêter par une révolte ? Mourir… dormir,
rien de plus ;
Чи бути, чи не бути? Ось в чім річ.
Що почесніш для духу - чи терпіти
Скалки та стріли навісної долі,
А чи, повставши проти моря лих,
Збороти їх? Умерти - лиш заснути,
І все;
![Page 15: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/15.jpg)
NLP: Word Representation
Noc zapadła nad pustynią, a z nią nastała godzina duchów. Czuwający w
stanicach rycerze opowiadali sobie w owych czasach, że nocami wstają
na Dzikich Polach cienie poległych, którzy zeszli tam nagłą śmiercią w
grzechu, i odprawują swoje korowody, w czym im żaden krzyż ani kościół
nie przeszkadza.
Algorithms: GloVe
![Page 16: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/16.jpg)
Word-Word Co-occurrence Matrix
![Page 17: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/17.jpg)
Deep Learning: a General Trend
The word vector space implicitly encodes many regularities among words
![Page 18: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/18.jpg)
Deep Learning: a General Trend
![Page 19: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/19.jpg)
Deep Learning: a General Trend
![Page 20: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/20.jpg)
Deep Learning: a General Trend
![Page 21: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/21.jpg)
Deep Learning: a General Trend
![Page 22: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/22.jpg)
Full Cycle AI
![Page 23: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/23.jpg)
Full Cycle Artificial Intelligence
Perception
PlanningControl
![Page 24: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/24.jpg)
Markov Decision Process
State
1
State
2
State
3
The helicopter is
close to the ground
The helicopter is
crashed
Cost = $1000
The helicopter even
closer to the ground
Cost = $0
Go down
p = 10%
p = 90%
Go up
Do nothing
![Page 25: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/25.jpg)
Deep Mind: a $500M startup
![Page 26: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/26.jpg)
Deep RL by SoftServe DSG
![Page 27: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/27.jpg)
On our side…
![Page 28: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/28.jpg)
![Page 29: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/29.jpg)
![Page 30: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/30.jpg)
Stephan Banach
Stanislaw Ulam
John von Neumann
![Page 31: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/31.jpg)
![Page 32: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/32.jpg)
Szkockaresearch group
Technical part
Platform for cooperation
Create research
Join research
Communicate on research
Organizational part
Group funds
Set of approved journals
and conferences
Funding conference
attendance
What’s there for you
Supervision and
networking
Recognition in field
Improved CV
Academic track record
![Page 33: Artificial intelligence 2015: Quo Vadis?](https://reader034.vdocuments.mx/reader034/viewer/2022051720/58829c891a28ab92618b53ef/html5/thumbnails/33.jpg)
Let’s do Artificial Intelligence together!
Thank you