Smart Manufacturing with Apache Spark Streaming and Deep Learning – Prajod Vettiyattil
Even after a century of the Industrial Revolution, manufacturing processes even within assembly lines, involve manual steps requiring costly human intervention. Eg:Product quality inspection. With the advent of machine learning and big data tools, it has become possible to automate many of these manual processes. What is more, such solutions can surpass human capability for manual quality inspection. In this session we will look at a few examples of how products on assembly lines can be monitored for quality, using image processing techniques combined with machine learning. The solution to be presented, is built using a combination of machine learning and deep learning techniques running on Apache Spark Streaming.
The presentation will also explain the steps involved in creating such a solution: mapping a business need to a ML based technical solution