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Your certificate is now private

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Certificate of Completion

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THIS ACKNOWLEDGES THAT

HAS COMPLETED THE SUMMER 2025 DEEP LEARNING BOOT CAMP

Ngan Do

Roman Holowinsky, PhD

AUGUST 15, 2025

DIRECTOR

DATE

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TEAM

TotallyMakeScents

Juntong Su,Ngan Do,Fernando Liu Lopez

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We developed a perfume recommendation system that understands user queries. It accepts various types of text input, which could be the users' favorite notes and accords, the desired occasions to wear the perfumes, or even a piece of poem about the mood. The recommender returns a list of perfumes, with vibrant graphs displaying the basic properties of the perfumes, and generated text explanations for the recommendations. Our recommender is the first that deciphers the needs of the users from plain text, and justifies its solutions with data visualizations and brief descriptions. This project saves time and energy for the customers by lifting the burden of searching for a perfume on the internet, which could be a swamp of pointless comments and debates. New users are warmly welcomed to perfumes by the user-friendly app interface and easy to understand demonstrations, even without access to samples. Just enter a sentence, we make scents and it makes sense.

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©2017-2026 by The Erdős Institute.

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