Limitations of AI

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

Limitations of AI

Understanding.

Implementing AI Solutions in Business

Limitations of AI

Understanding. Empathy.

Implementing AI Solutions in Business

Limitations of AI

Understanding. Empathy. Ethics.

Implementing AI Solutions in Business

Limitations of AI

Understanding. Empathy. Ethics. Creativity.

Implementing AI Solutions in Business

Limitations of AI

Understanding. Empathy. Ethics. Creativity. Transparency.

Implementing AI Solutions in Business

Limitations of AI

Understanding. Empathy. Ethics. Creativity. Transparency. Dexterity.

Implementing AI Solutions in Business

Limitations of AI

Highlighting Understanding.

 

  • AI appears to have an understanding, but
  • Based on probabilities
  • Example: opinion on business strategy
  • Can't comprehend full context
  • No common sense, just know what's common
  • May lead to undesired response
Implementing AI Solutions in Business

Limitations of AI

Highlighting Empathy.

A series of emotions.

Implementing AI Solutions in Business

Limitations of AI

Highlighting empathy.

A series of emotions plus the sentence "I am happy" with the word "happy" highlighted.

Implementing AI Solutions in Business

Limitations of AI

Highlighting Ethics.

 

  • Judgment, ethics, trade-offs are difficult
  • Can't make an overly complex decision
Implementing AI Solutions in Business

Limitations of AI

Highlighting creativity.

1 https://www.microsoft.com/en-us/worklab/experimenting-with-ai-as-a-creative-collaborator
Implementing AI Solutions in Business

Limitations of AI

Highlighting creativity.

Artwork by Jason Allen and Midjourney. Art by Jason Allen & Midjourney

  • Requires human prompting
1 https://www.microsoft.com/en-us/worklab/experimenting-with-ai-as-a-creative-collaborator
Implementing AI Solutions in Business

Limitations of AI

Highlighting Transparency.

 

  • Black box
  • Challenge to understand and explain
  • Build explainability features into the AI
  • Example: descriptions explaining AI results
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Limitations of AI

Highlighting Dexterity.

$$

Robots dancing.

1 Image: Boston Dynamics robot dancing
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Causes for limitations

 

  • Not enough data
  • Incomplete or biased data
  • Inability to encode complexity

 

More data.

Implementing AI Solutions in Business

Human in the loop

A loop with AI at the top and humans at the bottom.

1 https://hai.stanford.edu/news/humans-loop-design-interactive-ai-systems
Implementing AI Solutions in Business

Human in the loop

A loop with AI at the top and humans at the bottom. Image with question mark on the side.

Implementing AI Solutions in Business

Human in the loop

A loop with AI at the top and humans at the bottom. Image with question mark on the right side. Image with check mark on the left side.

Implementing AI Solutions in Business

Let's practice!

Implementing AI Solutions in Business

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