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My Journey with AI & Fashion MNIST
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My Journey with AI & Fashion MNIST

DEV CommunityยทUrooj Fatimaยท6 months ago
#IhRojCF6
#coding#ai#deeplearning#tensorflow#model
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Can a computer "see" the difference between a Sneaker and a Bag? ๐Ÿ‘Ÿ vs ๐Ÿ‘œ Well, itโ€™s 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"! ๐Ÿ˜…

How I Tackled It:

This "failure" was my biggest learning moment.โ€ฆ

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