Building a Scalable Data Science Pipeline at REA • Justin Hamman & Jack Low • YOW! 2019

This presentation was recorded at YOW! 2019. #GOTOcon #YOW https://yowcon.com Justin Hamman - Soft Engineer at REA Group Jack Low - Passionate about Using Data to improve Experiences ABSTRACT REA has a 5+ year history of using machine learning to segment and profile consumer intent; for example determining if a user on our site is mostly likely a buyer, seller, renter or investor. While we have had success in applied data science, the time from ideation to a shipped product traditionally took a considerably amount of time. This talk will explore how REA rebuilt its data science pipeline to optimise data scientist autonomy. The focus will be on the technical solutions and social challenges faced by engineering and data science teams. [...] RECOMMENDED BOOKS 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 Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • https://amzn.to/3m9HNjP Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • https://amzn.to/2XZaQy8 https://twitter.com/GOTOcon https://www.linkedin.com/company/goto- https://www.facebook.com/GOTOConferences #DataScience #ML #AI #MachineLearning #ArtificialIntelligence #Programming #JackLow #JustinHamman #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