Overview of AI and its patterns that could apply to business. Four patterns were discussed in the slides (adapted by Kavin Dewalt). Several AI/ Data Science Use Cases has been discussed. Data Science Thailand Data Cube

1. How to identify Business
Opportunity with AI
Dr. Komes Chandavimol
December 18, 2020

2. AI: The Basics

3. AI: The Basics
Reference MIT Bootcamps: How to identify business opportunities with AI

4. AI: The Inputs
https://www.researchgate.net/publication/270506965_Big_Data_Analytics_in_Supply_Chain_Management_Trends_and_Related_Research
Unstructured DataStructured Data
Volume&Variety

5. AI: The Outputs
Assign Label to image
Document Classification Predict Cost Predict Sales
Recommend productA Risk Score

6. AI: The Models

7. AI: The Models
https://medium.com/@dmitrymorozov_58477/how-face-recognition-accuracy-improved-from-2013-to-2017-f85160d06a8a

8. AI: The Models
https://machinelearningmastery.com/transfer-learning-for-deep-learning/

9. AI PRODUCT PATTERNS
Adopted by experience and the reading of a book “become an AI Company in 90 days (Dewalt, 2018)

10. Computer Vision

11. Computer Vision
• Classifying images
• Identify an object in an images

12. Computer Vision
• Understanding the images in video

14. Pattern 2: Natural Language Processing
• Machine Translation
• Text Generation & Summarization

15. Computer Vision & NLP
https://thehive.ai/hive-ocr-solutions

16. AI Opportunity for CV
Look for process where
image/Text area already used
Add image/video to existing
process
https://www.youtube.com/watch?v=MgAYdEDY6fw

17. AI Opportunity for CV
Look for process where
image/Text area already used
Add image/video to existing
process
https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/#security

18. The Next Sequence Model

19. Predicting the Next Values
https://towardsdatascience.com/3-types-of-sequence-prediction-problems-97f22e946318

20. Predicting a class label

21. Use Cases
https://www.youtube.com/watch?v=dArxxQ4i4dY&feature=emb_logo

22. Predicting A Sequence
Vinyals et al. :Image caption generation

23. Predicting A Sequence

24. The Recommendation Systems

25. Top 10: Most popular item

26. Because you watched XXX

27. Content-Based and Collaborative
Filtering
https://www.slideshare.net/justinbasilico/recommendation-at-netflix-scale

28. Collaborative Filtering
https://www.slideshare.net/justinbasilico/recommendation-at-netflix-scale

29. Everything is Recommendation

30. Models can combine many AI product
patterns
https://emerj.com/ai-sector-overviews/ai-digitizing-claims-processing/

31. OTHER USE CASES
(Mixed Models)

32. AI Use Cases

33. AI Use Cases

34. AI Product Use Cases

35. AI Product Use Cases
Combined
Models

36. AI Product Use Case

37. AI Product Use Case
https://mindcraft.ai/concepts/ecommerce-price-prediction-solution/

38. AI Use Cases

39. HOW WE CAN START?
Final Thought

40. AI DL ML Canvas

41. Reference