Computer Vision for Industrial Inspection

Price
$500.00 USD

Duration
1 Day

 

Delivery Methods
Virtual Instructor Led
Private Group

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Course Overview

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.

Course Objectives

  • Extract meaningful insights from the provided data set using Pandas DataFrame.
  • Apply transfer-learning to a deep learning classification model.
  • Fine-tune the deep learning model and set up evaluation metrics.
  • Deploy and measure model performance.
  • Experiment with various inference configurations to optimize model performance.

Who Should Attend?

Developers who use Python
  • Top-rated instructors: Our crew of subject matter experts have an average instructor rating of 4.8 out of 5 across thousands of reviews.
  • Authorized content: We maintain more than 35 Authorized Training Partnerships with the top players in tech, ensuring your course materials contain the most relevant and up-to date information.
  • Interactive classroom participation: Our virtual training includes live lectures, demonstrations and virtual labs that allow you to participate in discussions with your instructor and fellow classmates to get real-time feedback.
  • Post Class Resources: Review your class content, catch up on any material you may have missed or perfect your new skills with access to resources after your course is complete.
  • Private Group Training: Let our world-class instructors deliver exclusive training courses just for your employees. Our private group training is designed to promote your team’s shared growth and skill development.
  • Tailored Training Solutions: Our subject matter experts can customize the class to specifically address the unique goals of your team.

Course Prerequisites

  • Experience with Python; basic understanding of data processing and deep learning.
  • To get a basic understanding of data processing and deep learning, we suggest the course "Fundamentals of Deep Learning"

Agenda

  • Course Introduction
  • Data Exploration and Pre-Processing with DALI
  • Efficient Model Training with TAO Toolkit
  • Model Deployment for Inference
  • Assessment and Q&A
 

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We can enroll multiple students in an upcoming class or schedule a dedicated private training event designed to meet your organization’s needs.

 



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