From pixels to generating reality. Master CNNs, Object Detection, and State-of-the-Art Video Generators.
From digital image fundamentals to deploying generative models.
How computers see and process images
Build up from fundamentals. Understand pixels, matrices, and the core building blocks of Convolutional Neural Networks.
Mini-projects on filtering & feature extraction.
From classification to pixel-level understanding
Move beyond simple classification. Learn how modern models locate objects and segment pixels with high precision.
Build a Detection/Segmentation pipeline on a dataset.
Create images and video from scratch
The frontier of AI. Understand how Autoencoders and Attention mechanisms enable SOTA image and video generation.
AE/VAE experiment to generate or reconstruct images.
Prerequisites: Basic Python & NumPy. No prior Deep Learning required.
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