10,000 ft view: how does AI work?

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

Finding patterns in big data

Finding patterns in big data

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How is generative AI different?

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Generative AI:

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

Create new content with generative AI

Text-to-image Generation

Text Summarization

Basic AI solution

Basic AI solution

Basic AI solution

Basic AI solution

Basic AI solution

Basic AI solution

Basic AI solution

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

Let's practice!

Implementing AI Solutions in Business