Udemy

Platform

English

Language

Other

Category

Introduction to Vision AI

Understand Vision AI concepts, technologies, use cases and solution components

Students

1.5 hours

Content

Jun 2021

Last Update
Regular Price

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Entire course library + Leaning Path
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What you will learn

You should be able to learn - what is Vision AI

Vision AI's key concepts and complexity levels

We will introduce you Use case Library containing many real and hypothetical use cases of Vision AI

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

You will be introduced to tools and technologies in this area


Description

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.


Screenshots

Introduction to Vision AI
Introduction to Vision AI
Introduction to Vision AI
Introduction to Vision AI

Content

Introduction

Introduction

Course Objectives

Vision AI Concepts and Complexity Levels

Vision AI Concepts and Complexity Levels

Definition of Vision AI

Vision AI - Use Cases

Vision AI - Use Cases

Image Generation

Vision AI - Technology

Vision AI - Technologies

Hidden Layers

Vision AI - Case Study 1

Vision AI - Case Study 1

Key objective for Case study 1

Vision AI - Case Study 2

Vision AI - Case Study 2

Image capture process

Final Thought

Final Thoughts

Use of Vision AI

Bonus Lecture


3995972

Udemy ID

4/21/2021

Course created date

4/23/2021

Course Indexed date
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