Why Ought to I Belief You?. Hello, | by Ibrohim Abdivokhidov | Jun, 2024

Why Ought to I Belief You?. Hello, | by Ibrohim Abdivokhidov | Jun, 2024

Hello,

I used to be bored.

Then,

I mentioned: “Let’s discuss to ChatGPT (gpt-4o)”

I requested Gemini for the perfect analysis paper.

Gemini mentioned:

“A Neural Community Strategy to Explainable AI” or “Why Ought to I Belief You?” Explaining the Predictions of Any Classifier by Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin (2016)

I used to be like, “What?”

Okay, let’s dive in!

Chat could be discovered right here: https://chat.dev/dashboard/dialog/f6bec393-0fa4-4275-a5ab-cea3c552d26a/984bb676-1611-42b3-bc2a-82b9e171f81f

Right here is the listing of fascinating Questions impressed by the analysis paper:

  1. How will you clarify the reasoning behind your solutions? Do you see your self ever with the ability to present really explainable explanations in your choices, just like the strategies described on this paper?
  2. This paper discusses the trade-off between accuracy and interpretability in AI. Have you ever encountered this trade-off in your individual improvement? How do you suppose this stability could be improved sooner or later?
  3. The paper talks about utilizing LIME and SHAP to make neural networks extra clear. May these methods be utilized to make your individual inner processes extra comprehensible to people? How would possibly that change the way in which you work together with us?
  4. When you have been tasked with explaining a fancy choice made by a neural community to an individual who isn’t accustomed to AI, how would you strategy the dialog? What are a number of the challenges in making AI comprehensible to a broad viewers?
  5. This analysis means that explainable AI might be essential in areas like healthcare and finance. What do you see as the moral implications of utilizing AI in these fields? How can we be sure that explainable AI is used responsibly and for the good thing about society?

p.s. I attempt to add extra questions every day.

Chat could be discovered right here: https://chat.dev/dashboard/dialog/f6bec393-0fa4-4275-a5ab-cea3c552d26a/984bb676-1611-42b3-bc2a-82b9e171f81f

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