Introduction to Vision AI

Key objectives of the course include following key topics:

• Describe Vision AI experience

• Cover Vision AI Use case Library containing many real and hypothetical use cases of Vision AI

• Explain Vision AI experience using  2 Vision AI case studies

• Finally, you will be able to Understand components of a Vision AI solution

This course is divided into multiple sections.

Section 1 provides an introduction to the course including course outline, audience, expected outcome, and authors for the course.

In section 2, we will describe what is a Vision AI and how it is being used in classifying and cataloging various image and videos.  We will cover key concepts behind Vision VI and its 5 complexity levels’

In section 3, we will take a series of use cases in four different categories like

• Document Understanding

• Scene Analysis

• Entity Recognition

• Image generation

and will show you different use cases associated with above categories where different vision concepts are employed.

In Section 4, we will introduce you to key technologies behind Vision AI like

• Deep Learning

• Computer Vision models like CNN, RNN and Faster R-CNN

• Transfer Learning and popular library VGG-16

• Embedding

• Computer Vision open-source library Keras

In Section 5, we will cover first  good example of Vision AI for analyzing Payment protection Plan to interpret payroll forms. US Government released more than 1 trillion dollars to support small businesses economically impacted by COVID. As small business applications grew, there was need for automated extraction of payroll information from applicant forms, many of which were filled by hand. We will describe problem, solution components and benefit case for this problem.

In section 6, we will introduce second case study on  Image Classification and Item Identification for Retail/warehouse outlets,  We will describe problem, user persona, solution components and benefit case for this problem.

In the last section, we will summarize the course contents and will introduce several commercial offerings in this area.    We will also discuss related references and courses to move forward with your Vision AI learning.

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Frequently Asked Questions

How long do I have access to the course materials?

You can view and review the lecture materials indefinitely, like an on-demand channel.

Can I take my courses with me wherever I go?

Definitely! If you have an internet connection, courses on Udemy are available on any device at any time. If you don’t have an internet connection, some instructors also let their students download course lectures. That’s up to the instructor though, so make sure you get on their good side!