Using EEG & Machine Learning to Perform Lie Detection • Jennifer Marsman • YOW! 2017

This presentation was recorded at YOW! 2017. #GOTOcon #YOW https://yowcon.com Jennifer Marsman - Principle Software Engineer at Microsoft @jennifermarsman2116 RESOURCES https://twitter.com/jennifermarsman https://www.linkedin.com/in/jennifermarsman https://github.com/jennifermarsman https://learn.microsoft.com/en-us/archive/blogs/jennifer ABSTRACT Using an #EPOC headset from #Emotiv, I have captured 14 channels of #EEG (brain waves) while subjects lied and answered truthfully to a series of questions. I fed this labelled dataset into #Azure Machine Learning to build a classifier which predicts whether a subject is telling the truth or lying. In this session, I will share my results on this “lie detector” experiment. I will show my machine learning model, data cleaning process, and results, along with discussing the limitations of my approach and next steps/resources. Attendees will gain exposure to the Emotiv #EPOCHeadset and Azure Machine Learning. [...] RECOMMENDED BOOKS Stefan Helzle • Low-Code Application Development with Appian • https://amzn.to/3rAC0Xq Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • https://amzn.to/3AQmIRg Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • https://amzn.to/2ZD7t0x https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.instagram.com/goto_con https://www.facebook.com/GOTOConferences #MachineLearning #AzureML #LieDetection #LieDetector #JenniferMarsman #YOWcon Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech Sign up for updates and specials at https://gotopia.tech/newsletter SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1