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

This presentation was recorded at YOW! 2019. #GOTOcon #YOW 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 • Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • Lakshmanan, Görner & Gillard • Practical Machine Learning for Computer Vision • Aurélien Géron • Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow • #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 Sign up for updates and specials at SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily.