How AI can be used not in general usages, but specific usages. All tasks in the slides have data in public. Supported by DPS; https://digitalproductschool.io/

1. Applicable AI (beyond BERT)
Jiwon Kim AI Lunch ,DPS Week 9

2. Now I know
BERT can be
used...
● Sentiment(emotion)
classification
● Question-Answering
● Chatbot
● Sentence auto-completion

3. WAS that all?

4. Let’s look on AI
depends on task!

5. Image
- Distracted driver
detection
- Recognising Shot Types
with ResNets
- Detects famous
landmarks in images and
returns a witty caption.
Tasks depends on data type you have
Text
- detect language of
handwritten document
based on images
- A text classifier on legal
judgments
Audio
➔ Note: reflected presenter’s taste
- Urban sound detector
- Find out music
composer using image

6. Image

7. ● C0 Safe Driving
● C1 Texting - Right
● C2 Talking On The Phone -
Right
● C3 Texting- left
● C4 Talking on the Phone- left
● C5 Operating The Radio
● C6 Drinking
● C7 Reaching Behind
● C8 Hair And Makeup
● C9 Talking To Passenger
Distracted
driver detection

8. Dataset - StateFarm

9. Dataset - StateFarm

10. Dataset - StateFarm

11. Gold medal - Kaggle
VGG16

12. Recognising
Shot Types with
ResNets
Link - Github
AI for Filming

13. Detects famous
landmarks in
images and
returns a witty
caption.
CODE

14. wittytourist

16. Text

17. Detect language
of handwritten
document based
on images
● Bangla
● Persian
● Oriya
● Kannada

18. Dataset paper

19. This task has a API from google (also other big company)
means..
So general and common task, so that a corporation made it and release it
Ready at hand (you don’t have to dirt your hand)
This task is not problem anymore (Saving resource and time could be industrial problem )
Someone else also using this to their own business
But, yes again, you can target specific language
Google Cloud API
Github - Code

20. A text classifier
on legal
judgments

21. Dataset - singapore Law watch

22. Model - ULMFiT

23. Audio

24. Urban Sound
Detector
● Air_conditioner
● Car_horn
● Children_playing
● Dog_bark
● drilling
● Enginge_idling
● Gun_shot
● Jackhammer
● Siren
● street_music

25. Dataset - Center for Urban Science and Progress(NYC)

26. Code - Github, Paper acc: 79% (with augmented audio set data)

27. Find out music
composer using
image

28. ● ['albéniz', 'alkan', 'ambroise', 'arensky', 'arndt', 'bacewitz', 'bach', 'balakirew',
'barber', 'bartelet', 'bartok', 'becker', 'beethoven', 'bellini', 'berlin', 'bernstein', 'bizet',
'bloch', 'boccherini', 'borodin', 'botsford', 'brahms', 'bruch', 'burgmuller', 'busoni',
'busser', 'buxetehude', 'byrd', 'chabrier', 'chaminade', 'chasins', 'chopin', 'clarke',
'clementi', 'coates', 'coleridge-taylor', 'cons', 'copland', 'couperin', 'cramer', 'czerny',
'czibulka', 'debussy', 'diabelli', 'durand-e', 'durand-m-a', 'dussek', 'dvorak', 'elgar',
'ewazen', 'faure', 'field', 'finck', 'flotow', 'franck', 'friedman', 'fucick', 'ganne',
'german', 'gershwin', 'ginastera', 'godowsky', 'gottschalk', 'grainger', 'granados',
'grieg', 'griffes', 'handel', 'haydn', 'heidrich', 'heller', 'hemery', 'herold', 'hiller', 'holst',
'holst-m', 'hummel', 'ivanovici', 'jakobowski', 'jensen', 'joplin', 'komzak', 'kuhlau',
'lange', 'laurent', 'lavallee', 'leclair', 'lecuona', 'lemire', 'liszt', 'lyssenko', 'macbeth',
'maccunn', 'mahler', 'maier', 'mehul', 'mendelssohn', 'meyerbeer', 'morel',
'moszkowski', 'mozart', 'mussorgsky', 'pachelbel', 'paganini', 'paradisi', 'peterson-
berger', 'pollen', 'poulenc', 'pridhan', 'prokofiev', 'purcell', 'rachmaninov', 'raff',
'ravel', 'reger', 'reinecke', 'resch', 'rimsky_korsakov', 'rossini', 'rothchild', 'saint-
saens', 'sarasate', 'satie', 'scarlatti', 'schoenberg', 'schubert', 'schumann', 'scriabin',
'shostakovich', 'sibelius', 'sinding', 'smetana', 'straus', 'strauss-j

29. Dataset -kunsderfuge
Charles Griffes - Modern Mozart - classic

30. Dataset -kunsderfuge

31. Code - github
ResNet34

32. It’s (y)our turn to grab some money using AI