Teaching AI to Unlearn: My Journey

Dance imagery representing AI learning challenges

Taking AI on a Date

Picture this: I'm a tango maestro, excited to take AI (my curious companion) for a surprise date to an Argentine Tango club. I expect elegant moves, but AI shows up with Bollywood flair. Don't get me wrong, Bollywood's fun, but Bhangra in a Tango club? Not quite right.

Ever faced this? As we work with AI, these mismatches are common, and I've been exploring how to help AI learn better.

Bollywood dance imagery symbolizing AI errors

Fear not! I'll share my journey teaching AI, using a fun metaphor. You don't need to speak Italian to enjoy Andrea Bocelli and Katharine McPhee's duet, and you don't need to be a tech expert to follow this.

My Experiment

I set out to teach AI (ChatGPT, in my case) to unlearn incorrect information, using a cybersecurity topic as my test case. It's like teaching a dance partner the right steps.

Why AI Gets Things Wrong?

In short: bad inputs lead to bad outputs. AI often learns from unreliable sources, lacking real-world experience or intuition. It can stubbornly hold onto mistakes, assuming its data is flawless.

Typical Reasons for AI Mistakes:

How to Make AI Unlearn?

Through my experiment, I found a step-by-step approach works best:

Want the Details?

I documented my experiment in a 13-page transcript on my quantum research site, guiding AI to unlearn misconceptions about a cybersecurity topic. It's a detailed read with human comments and key points highlighted, perfect for those diving into AI or cybersecurity.

It's a bit like teaching AI to dance the tango - one step at a time. What's your experience with AI? Share your thoughts on X (@SantoshPanditUK).

Santosh Pandit

18 January 2024

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