Enterprise Machine Learning Pipelines with Unstructured Image Data | PyData Global 2021

Enterprise Machine Learning Pipelines with Unstructured Image Data Speakers: Jacqueline Nolis, Chase Ginther Summary Learn to build a machine learning data pipeline that trains a convolutional neural network to classify images. This talk will describe new technologies to aid machine learning practitioners in managing and using unstructured data and discuss applications to real-world business scenarios. Description While many machine learning tasks work well with tabular data, data scientists in many industries and sectors need to model other types of data, such as images and videos, to achieve business goals. For example, retail businesses frequently need to serve appropriate, relevant visuals to customers in the online purchasing funnel. Using machine learning to support this can reduce human toil and allow business to scale at a click, but at the same time if the data is poorly managed it can cause compliance, reproducibility, and security problems. In this talk, attendees will