Can a computer "see" the difference between a Sneaker and a Bag? ๐ vs ๐ Well, itโs a lot harder than it looks!
The Build:
I recently built an Image Classification model using TensorFlow and Keras to categorize fashion items from the famous Fashion-MNIST dataset.
The Brain: A Sequential Neural Network with Flatten, Dense, and Dropout layers.
The Tech: Python, NumPy, and Matplotlib for data visualization.
How the Fashion Industry uses this:
AI is revolutionizing how we shop! From automated inventory management and trend forecasting to "Search by Image" features in apps like Pinterest and ASOS, these neural networks are the backbone of modern e-commerce.
The Struggle (The "Bag" Incident): The real challenge started when I tested the model with my own photos. No matter what I uploaded, the model insisted my sneakers were a "Bag" or a "T-shirt"! ๐
How I Tackled It:
This "failure" was my biggest learning moment.โฆ