Download Udemy – Computer Vision Masterclass 2021-3

Description

Computer Vision Masterclass is a computer vision training course published by Udemy Academy. Computer vision is a subfield of artificial intelligence that focuses on creating systems that can process, analyze, and recognize visual data in a similar way to the human eye. There are many business applications in different sectors such as: security, marketing, decision making and production. Smartphones use computer vision to unlock devices using facial recognition, self-driving cars use it to detect pedestrians and maintain a safe distance from other vehicles, and security cameras use it to detect whether They use it to warn if there are people in the environment.

In this course, you will learn everything you need to know to enter this world. You will learn step-by-step implementation of 14 basic computer vision techniques. If you’ve never heard of computer vision, by the end of this course you’ll have a hands-on overview of all areas. Using Python and Google Colab, you can learn basic information about algorithms and implement some projects step by step.

What you will learn

Basic understanding of Cascade and HOG classifiers for face recognition
Implementation of face recognition using OpenCV and Dlib library
Learn how to recognize other objects using OpenCV, such as cars, watches, eyes, and people’s full bodies
Compare the results of three face detectors: Haarcascade, HOG (Histogram of Oriented Gradients) and CNN (Convolutional Neural Networks).
Basic understanding about LBPH algorithm for face recognition
Face recognition using images and webcams
Basic understanding of KCF and CSRT algorithms to perform object tracking
Learn how to track objects in videos using the OpenCV library
Learn everything you need to know about the theory behind neural networks, such as: perceptron, activation functions, weight updating, backpropagation, gradient descent and much more.
Implementation of dense neural networks for image classification

Who is this course suitable for?

Beginners learning computer vision
Graduate students studying artificial intelligence related topics
People who want to solve their problems using computer vision
Students who want to work in companies developing computer vision projects
People who want to know all the areas of computer vision and also know the problems that these techniques are able to solve.
Anyone interested in artificial intelligence or computer vision
Data scientists who want to enhance their portfolio
Professionals who want to know how to use computer vision in real projects