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UNDERSTANDING DIFFUSION MODELS : HOW AI REALLY CREATES IMAGE FROM NOISE

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  UNDERSTANDING DIFFUSION MODELS : HOW AI REALLY CREATES IMAGE FROM NOISE CONCEPT BEHIND THIS Imagine you take a clear image and add Gaussian noise to it ( But what is Gaussian noise?  Imagine you take a clean, sharp photo. Now, imagine adding a tiny bit of random fuzz — like grain, tiny dots, or static — all over it. That’s noise . Now, Gaussian noise is just a special kind of noise where: Most of the fuzz is small and not very strong. A few spots have slightly more intense fuzz. )    the left side shows a clear coherent image while the left side shows an image with Gaussian noise. We continue this process till the point we get an image where only tiny dots and grain (also called static or noise) are visible, and the image becomes unrecognizable. What if we could reverse this process to start from the pure static and noise form and make our way back to the clear and coherent image?    Left shows the pure noise and static image while right sh...

CODING ALONE WONT MAKE YOU RICH : HERE IS WHAT WILL

Science, Commerce, or Arts That is the question every 10th grader gets asked. Like your entire life depends on picking the "right" stream. But no one tells you this: In the real world, people don't value those who know things, people value those who can build things. It is not about what you choose but rather what you combine. I chose something different. Code. Capital. Conversion. I aspire to be an entrepreneur who develops innovative products and effectively markets them to achieve success. I aim to leverage my coding skills and AI training, combined with effective sales strategies, to transform my ideas into profitable ventures. Here is the truth that no one teaches us in school: Coding creates. Capital scales. Marketing sells. If you master all three – You don't have to wait to be a millionaire someday. You can start building your empire now. This blog is a blueprint for teens who think differently, build differently, and don't want to wait till 30 to li...