https://blog.ethanlyu.top/tags/deep-learning/Recent content in Deep Learning on Ethan's Bloghttps://blog.ethanlyu.top/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3Ehttps://blog.ethanlyu.top/%3Clink%20or%20path%20of%20image%20for%20opengraph,%20twitter-cards%3EHugo -- 0.152.2enTue, 21 Oct 2025 00:00:00 +0000https://blog.ethanlyu.top/posts/deep-generative-model-i/Tue, 21 Oct 2025 00:00:00 +0000https://blog.ethanlyu.top/posts/deep-generative-model-i/<p>The rise of large models has advanced the way of how we move towards to the intelligence. In the past decades, people worked on &ldquo;discriminative&rdquo; intelligence, that is, we predict a dog image as a &ldquo;dog&rdquo;. To do so, we train on a batch of dataset containing different categories with labels, and train with the goal that every output matches the corresponding classes. The great success of LLM has brought us into a new era: GenAI. Unlike the discriminative model, we generate the image &ldquo;dog&rdquo; given the input prompt (text, image, &hellip;). This is called <em>generative model</em>. <img loading="lazy" src="https://blog.ethanlyu.top/attachment/40665896e722d64746aa9972abd6199d.png"></p>