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Nike Tech Talks

Nike Decathlon Club Cafe
15350 SW Koll Parkway
Beaverton, Or 97006, US (map)



Join Microsoft senior cloud developer advocate Paige Bailey at the next Nike Tech Talks on March 22! Paige will give a talk titled, Predicting Clothing Styles with Deep Transfer Learning.

Food and beverages will be served and there will be time to network before and after the talk.

RSVP: https://niketechtalk-mar2018.splashthat.com/

ABSTRACT: In this talk, we'll use image recognition to take an existing deep learning model and adapt it to a specialized domain (namely: guessing whether articles of clothing are preppy, sporty, punk, etc.). Instead of using a more intensive data classifier, like a Residual Network, we'll use deep transfer learning to overcome a data scarcity problem and build on top of an existing model.

Once the transfer learning model has been trained, we'll pack it up into a dockerized container (specifying inputs and outputs, as well as a score.py file), and then call it as a web service. We will also discuss a #DataOps process for refreshing the model as trends change over time.