The Role of Software Developers in Machine Learning • Catherine Gamboa • GOTO 2021

This presentation was recorded at GOTOpia Chicago 2021. #GOTOcon #GOTOpia http://gotochgo.com Catherine Gamboa - Machine Learning Global Educationalist ABSTRACT Machine learning, it sounds sexy and everyone wants to do it. Before you get run over by the machine learning stampede, learn what is the role of the software developer in a machine learning project. (Hint: it’s big!) We’ll discuss machine learning systems and what a software developer needs to know about them to be successful in the brave new world of machine learning [...] TIMECODES 00:00 Intro 03:05 Agenda 03:22 What is the process for developing an ML project? 14:26 ML infrastructure is complicated 19:45 Where are the mismatches in the infrastructure? Download slides and read the full abstract here: https://gotochgo.com/2021/sessions/1795/the-role-of-software-developers-in-machine-learning RECOMMENDED BOOKS Holden Karau, Trevor Grant, Boris Lublinsky, Richard Liu & Ilan Filonenko • Kubeflow for Machine Learning • https://amzn.to/3JVngcx 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 #MLInfrastructure Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at https://gotopia.tech SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1