Generative Modelling on Kaushik's Portfoliohttps://kauuu.github.io/topics/generative-modelling/Recent content in Generative Modelling on Kaushik's PortfolioHugoen-usThu, 06 Nov 2025 22:43:32 +0100Diffusion Models: An Intuitive Understandinghttps://kauuu.github.io/posts/diffusion-model/Thu, 06 Nov 2025 22:43:32 +0100https://kauuu.github.io/posts/diffusion-model/<p><strong>Disclaimer</strong>: This post is my notes on understanding diffusion models from an intuitive perspective. It is not a formal explanation, and I might have made mistakes. Please reach out to me if you find any errors!</p> <h1 id="introduction">Introduction</h1> <p>The original paper was from UC Berkley and went by the name <em>Denoising Diffusion Probabilistic Model</em>.</p> <p>The original idea might sound counter-intuitive, but it takes a random noise and transforms it into a realistic image <em>step-by-step</em>.</p>