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Applicable ai

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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/

Published in: Technology
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Applicable ai

  1. 1. Applicable AI (beyond BERT) Jiwon Kim AI Lunch ,DPS Week 9
  2. 2. Now I know BERT can be used... ● Sentiment(emotion) classification ● Question-Answering ● Chatbot ● Sentence auto-completion
  3. 3. WAS that all?
  4. 4. Let’s look on AI depends on task!
  5. 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. 6. Image
  7. 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. 8. Dataset - StateFarm
  9. 9. Dataset - StateFarm
  10. 10. Dataset - StateFarm
  11. 11. Gold medal - Kaggle VGG16
  12. 12. Recognising Shot Types with ResNets Link - Github AI for Filming
  13. 13. Detects famous landmarks in images and returns a witty caption. CODE
  14. 14. wittytourist
  15. 15. Text
  16. 16. Detect language of handwritten document based on images ● Bangla ● Persian ● Oriya ● Kannada
  17. 17. Dataset paper
  18. 18. 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
  19. 19. A text classifier on legal judgments
  20. 20. Dataset - singapore Law watch
  21. 21. Model - ULMFiT
  22. 22. Audio
  23. 23. Urban Sound Detector ● Air_conditioner ● Car_horn ● Children_playing ● Dog_bark ● drilling ● Enginge_idling ● Gun_shot ● Jackhammer ● Siren ● street_music
  24. 24. Dataset - Center for Urban Science and Progress(NYC)
  25. 25. Code - Github, Paper acc: 79% (with augmented audio set data)
  26. 26. Find out music composer using image
  27. 27. ● ['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
  28. 28. Dataset -kunsderfuge Charles Griffes - Modern Mozart - classic
  29. 29. Dataset -kunsderfuge
  30. 30. Code - github ResNet34
  31. 31. It’s (y)our turn to grab some money using AI

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