10,000 ft view: how does AI work?

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

Finding patterns in big data

A mosaic of colored squares.

Implementing AI Solutions in Business

Finding patterns in big data

A mosaic of colored squares with red outlines around several groups of the same color.

Implementing AI Solutions in Business

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A brain with the word "Input".

Implementing AI Solutions in Business

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A graphic with the word "Action".

Implementing AI Solutions in Business

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A graphic with the word "Output".

Implementing AI Solutions in Business

How is generative AI different?

$$ $$ $$ Two circles, a smaller one inside the larger one resembling AI and Generative AI.

 

Generative AI:

  • Generates new content based on inputs
  • Examples: images, text, audio
  • Natural language interactions
  • Multiple functions
  • Be careful: great but not 100% accurate
Implementing AI Solutions in Business

Create new content with generative AI

Text-to-image Generation

An AI generated image of a dog in a yellow hat in front of the Eiffel Tower.

Text Summarization

A picture of text.

Implementing AI Solutions in Business

Basic AI solution

A picture of databases and the words "Lots of data".

Implementing AI Solutions in Business

Basic AI solution

A picture of a human head with an AI brain and the words "AI Model".

Implementing AI Solutions in Business

Basic AI solution

A computer with the word "System".

Implementing AI Solutions in Business

Basic AI solution

Arrows drawn between an AI brain and a computer.

Implementing AI Solutions in Business

Basic AI solution

A picture of two people and the words "User & UX/UI".

Implementing AI Solutions in Business

Basic AI solution

Figure eight arrows drawn in between the data and the AI brain as well as the computer and the people.

Implementing AI Solutions in Business

Basic AI solution

Computer chips with the words "Specialized Hardware".

Implementing AI Solutions in Business

AI solutions vs. non-AI data solutions

 

  • Lots more data
  • Intensive processing i.e., advanced machine learning and deep learning
  • Infrastructure for the AI model and for the system

 

  • UX/UI, e.g. chat experience
  • Technical infrastructure, i.e. specialized hardware
  • Monitoring system for the AI model
  • More emphasis on risk, privacy, and compliance
Implementing AI Solutions in Business

Let's practice!

Implementing AI Solutions in Business

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