Generative AI 6: Advanced GAN Techniques
Basic GANs are impressive, but they have limits — unstable training, no control over output, and challenges with image quality. In this article, we’ll explor...
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Generative AI 5: Generative Adversarial Networks (GANs)
It’s a cat-and-mouse game between two neural networks — and that competition is what makes GANs so powerful. One network creates fake data, the other tries t...
Generative AI 4: Variational Autoencoders (VAEs)
What if you could compress an image into a compact mathematical representation and then generate entirely new images from that representation? That’s exactly...
Generative AI 3: Transformer Networks and Large Language Models (LLMs)
Every time you chat with ChatGPT or generate code with AI, you’re witnessing transformers in action. This architecture revolutionized natural language proces...
Simple Neural Network in Python with Math behind it
Ever wondered what happens inside a neural network when it learns? It’s not magic — it’s just math. Forward pass, backward pass, matrix multiplication, gradi...