Back to ListOfficial instructor-led NVIDIA DLI workshop
Title
Nvidia DLI – Deep Learning for Industrial Inspection
Lecturer
Dr. Laszlo Kovacs, kovacs.laszlo@inf.unideb.hu
Content and organization
Whether companies are manufacturing semiconductor chips, airplanes, automobiles, smartphones, or food and beverages, quality and throughput are key benefits of optimization. Poor quality and throughput can result in significant operational, financial, and reputational costs. Deep learning-based computer vision technology enables manufacturers to perform automated visual inspection. Compared to traditional visual inspection processes—which are often manual and rules-based—visual inspection AI can improve efficiency, reduce operating costs, and deliver more consistent results. In this Deep Learning Institute (DLI) workshop, developers will learn how to create an end-to-end hardware-accelerated industrial inspection pipeline to automate defect detection. Using NVIDIA’s own real production data set as an example, we’ll illustrate how the application can be easily applied to a variety of manufacturing use cases. Developers will also learn to identify and mitigate common pitfalls in deep learning-based computer vision tasks, and be able to deploy and measure the effectiveness of their AI solution. All workshop attendees get access to fully configured, GPU-accelerated servers in the cloud, guidance from a DLI certified instructor, and the opportunity to network with other developers, data scientists, and researchers attending the workshop. Attendees can also earn a certificate to prove subject matter competency and support professional growth.
Level
Introductory
Course Duration
8 hours
Course Type
Short Course
Participation terms
Free of charge for university students and staff. An understanding of fundamental programming concepts in Python such as functions, loops, dictionaries, and arrays is a prerequisite.
Lecture Plan
Data on the Hardware Level (60 mins), ETL with NVTabular (120), Data Visualization (120 mins), Final Project: Data Detective (60 mins)
Schedule
10.11.2024 9:00– 10.11.2024 17:00 CET
Language
English
Modality (online/in person):
online
Notes
Upon successful completion of the assessment, the participant will receive an Nvidia Certificate of Competency.
Host Institution
Other short courses
