https://arshadhs.github.io/tags/genai/Recent content in GenAI on Arshad SiddiquiHugoen-usMon, 15 Dec 2025 10:55:52 +0100https://arshadhs.github.io/docs/ai/genai/Mon, 15 Dec 2025 10:55:52 +0100https://arshadhs.github.io/docs/ai/genai/<h1 id="generative-ai"> Generative AI <a class="anchor" href="#generative-ai">#</a> </h1> <p><strong>Generative Artificial Intelligence (GenAI)</strong> refers to a class of AI systems that can <strong>generate new content</strong> such as text, images, audio, video, or code, rather than only making predictions or classifications.</p> <p>GenAI systems learn <strong>patterns and representations from large datasets</strong> and use them to produce <strong>novel outputs</strong> that resemble the data they were trained on.</p> <hr> <h2 id="how-generative-ai-differs-from-traditional-ai"> How Generative AI Differs from Traditional AI <a class="anchor" href="#how-generative-ai-differs-from-traditional-ai">#</a> </h2> <table> <thead> <tr> <th>Traditional AI</th> <th>Generative AI</th> </tr> </thead> <tbody> <tr> <td>Predicts or classifies</td> <td>Generates new content</td> </tr> <tr> <td>Task-specific models</td> <td>General-purpose models</td> </tr> <tr> <td>Fixed outputs</td> <td>Open-ended outputs</td> </tr> <tr> <td>Often rule-based</td> <td>Data-driven and probabilistic</td> </tr> </tbody> </table> <hr> <h2 id="core-idea-of-generative-ai"> Core Idea of Generative AI <a class="anchor" href="#core-idea-of-generative-ai">#</a> </h2> <blockquote class='book-hint '> <p><strong>Instead of learning “what label to assign”, Generative AI learns “how data is structured” and then creates new data following that structure.</strong></p>