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Alpha Presentation Faia: Fashion Artificial Intelligence Assistant - PowerPoint PPT Presentation

Apr 09, 2024 •29 likes •129 views

Alpha Presentation Faia: Fashion Artificial Intelligence Assistant The Capstone Experience Team Amazon David He Nikhil Ramu Danielle Schugars Dominic Zottolo Zizhen Wang Department of Computer Science and Engineering Michigan State

  1. Alpha Presentation Faia: Fashion Artificial Intelligence Assistant The Capstone Experience Team Amazon David He Nikhil Ramu Danielle Schugars Dominic Zottolo Zizhen Wang Department of Computer Science and Engineering Michigan State University Fall 2017 From Students… …to Professionals

  2. Project Overview • Recommends clothing based on previous tastes • User communicates with Faia directly through SMS • Learns and improves clothing suggestions based on likes and dislikes • Uses NLP for casual communication to ask for clothes and put them in Amazon cart The Capstone Experience Team Amazon Alpha Presentation 2

  3. System Architecture The Capstone Experience Team Amazon Alpha Presentation 3

  4. Web Form: Questionnaire (Women) The Capstone Experience Team Amazon Alpha Presentation 4

  5. Web Form: Questionnaire (Men) The Capstone Experience Team Amazon Alpha Presentation 5

  6. SMS Interaction The Capstone Experience Team Amazon Alpha Presentation 6

  7. What’s left to do? • Build recommender • Choose questionnaire items to give good starting data for recommender • Make Lex accept more complicated commands • Get user feedback on feel of product The Capstone Experience Team Amazon Alpha Presentation 7

  8. Recommender • Items from the Products database have labels • Assign numbers to those labels • Assign weight to labels based on how much they contribute to the style decision • Calculate scores using these numbers compared to user likes and dislikes • Return highest scoring item The Capstone Experience Team Amazon Alpha Presentation 8

  9. Chatbot  Provide sample utterances to recognize user input  Amazon Lex automatically uses deep learning to understand the input  Amazon Lambda functions handle the responses to each intent recognized from the input  Amazon Lex and Lambda communicate with JSON formatted data The Capstone Experience Team Amazon Alpha Presentation 9

  10. Questions? ? ? ? ? ? ? ? ? ? The Capstone Experience Team Amazon Alpha Presentation 10

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