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Have you ever wanted to judge a book by its cover?

Well, now’s your chance!

Judge

Based on the cover image, predict the popularity (high, medium, or low) of your book

Chosen Image

Methodology

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I created this website as my Capstone for the Machine Learning Guild Apprentice Program.

The book-cover-judger is a CNN Classifier built via ResNet34 transfer learning with the fastai library. The model was trained on book cover images and review data scraped from Goodreads.

The prediction accuracy rate is 44%. While admittedly low, it's still better than random! (33% for classifying into three segments)

About Me

Analyst looking for data science staffing opportunities!

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Grant Tesdahl

Analyst // Minneapolis

I'm actively seeking roles that extend my knowledge of data science to the development of robust ML models and the infrastructure to deploy them.

When I'm not reading books or judging their covers, I enjoy skiing, listening to Freakonomics Radio podcasts, and rock climbing.