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Breaking down the AI thinking
Manish Singhal @manish_saarthi
What is AI?
Technologies that mimic human perception!
Rule Based vs Pattern Based
Confidential: Please do not share without explicit permission
Software is eating the world & AI is eating
Software
5
Classical
Programming
Data
Rules
Answers
Confidential: Please do not share without explicit permission
Software is eating the world & AI is eating
Software
6
Classical
Programming
Data
Rules
Answers
AI / ML
Paradigm
Data
Rules
Answers
Confidential: Please do not share without explicit permission7
What is the big deal?
Confidential: Please do not share without explicit permission8
Grey Area Decision Making
Why AI?
Confidential: Please do not share without explicit permission10
Concept of AI First & AI Second
Confidential: Please do not share without explicit permission11
Understanding Data
Confidential: Please do not share without explicit permission
Understanding Data
12
Are there data sets easily available?
Do you need to generate your own data?
What is the cost of Data?
Can others get access to the same data easily?
In deployment, do you get runtime data which
you can use to train?
Is data a by-product of any other business
process?
Is your model data hungry or data optimal
Deep Learning vs Feature Model Engineering
Confidential: Please do not share without explicit permission
For more information
Manish Singhal
manish@piventures.in
14
www.piventures.in
*Thanks to Prof Shivaram from IIT Mumbai for the phrase
J AI HIND*

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Building AI Startups & AI Mindset

  • 1. Breaking down the AI thinking Manish Singhal @manish_saarthi
  • 3. Technologies that mimic human perception!
  • 4. Rule Based vs Pattern Based
  • 5. Confidential: Please do not share without explicit permission Software is eating the world & AI is eating Software 5 Classical Programming Data Rules Answers
  • 6. Confidential: Please do not share without explicit permission Software is eating the world & AI is eating Software 6 Classical Programming Data Rules Answers AI / ML Paradigm Data Rules Answers
  • 7. Confidential: Please do not share without explicit permission7 What is the big deal?
  • 8. Confidential: Please do not share without explicit permission8 Grey Area Decision Making
  • 10. Confidential: Please do not share without explicit permission10 Concept of AI First & AI Second
  • 11. Confidential: Please do not share without explicit permission11 Understanding Data
  • 12. Confidential: Please do not share without explicit permission Understanding Data 12 Are there data sets easily available? Do you need to generate your own data? What is the cost of Data? Can others get access to the same data easily? In deployment, do you get runtime data which you can use to train? Is data a by-product of any other business process? Is your model data hungry or data optimal
  • 13. Deep Learning vs Feature Model Engineering
  • 14. Confidential: Please do not share without explicit permission For more information Manish Singhal manish@piventures.in 14 www.piventures.in *Thanks to Prof Shivaram from IIT Mumbai for the phrase J AI HIND*