Gen AI for Product Managers — Part 1 / 4

Learn Generative AI for Product Managers Today

Shailesh Sharma
Agile Insider
Published in
7 min readAug 30, 2024

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In the first part of this series, we will discuss the following things

  1. Generative AI vs. Discriminative AI: A Comparative Analysis
    → Understanding the Basics?
    → Discriminative AI vs Generative AI?
  2. Generative AI
    → Key Capabilities of Generative AI:
    → Real-World Use Cases:
    → Applications across different Industries
  3. Common Generative AI Models and Tools
    → Text Generation
    → Image Generation

1. Generative AI vs. Discriminative AI: A Comparative Analysis

Understanding the Basics

Both generative and discriminative AI are subsets of machine learning, a field of artificial intelligence that focuses on teaching computers to learn from data. However, they serve different purposes and operate on different principles.

Discriminative AI

Discriminative AI models are trained to make predictions or classifications based on input data. They learn to distinguish between different categories or outcomes. Think of them as judges or referees. They are given a set of rules and examples and then tasked with deciding whether a new instance fits into a…

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