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Computer Vision Theory and Projects in Python for Beginners

person icon Packt Publishing

4.2

Computer Vision Theory and Projects in Python for Beginners

Explore the world of Computer Vision and learn to master it using Python, OpenCV, Tensor Flow, and others

updated on icon Updated on Jun, 2025

language icon Language - English

person icon Packt Publishing

English [CC]

category icon Development ,Data Science,Computer Vision

Lectures -320

Duration -26.5 hours

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4.2

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Course Description

The high-quality content of the Mastering Computer Vision from the Absolute Beginning Using Python course presents you with a great opportunity to learn and become an expert. You will learn the core concepts of the CV field. This course will also help you understand the digital imaging process and identify the key application areas of CV. The course is easy to understand, descriptive, comprehensive, practical with live coding, and rich with state-of-the-art and updated knowledge of this field.

Although this course is a compilation of all the basic concepts of CV, you are encouraged to step up and experience more than what you learn. Your understanding of every concept is tested at the end of each section. The homework assignments/tasks/activities/quizzes along with solutions will assess your learning. Several of these activities are focused on coding so that you are ready to run with implementations.

The two hands-on projects in the last section—Change Detection in CCTV Cameras (Real-Time) and Smart DVRs (Real-Time)—make up the most important learning element of this course. They will help you sharpen your practical skills. Successful completion of these two projects will help you enrich your portfolio and kick-start your career in the CV field.

By the end of the course, you will have a strong understanding of Computer Vision concepts and will be ready to apply them in your future projects. 

Code bundles are available here:

https://github.com/PacktPublishing/Computer-Vision-Theory-and-Projects-in-Python-for-Beginners

Audience :

This course is useful for data scientists, machine learning experts, and learners who are absolute beginners and know nothing about Computer Vision, and for people who want to learn Computer Vision with real data along with its implementation in realistic projects.

Goals

  • Learn the concept of colored and black and white images with practice.
  • Know the theory and implementation of panoramic images.
  • Learn image filtering with implementation in Python.
  • Implement any project from scratch that requires Computer Vision knowledge.
  • Apply edge detection, shape detection, and corner detection. 
  • Develop a project to make a very intelligent and efficient DVR using Python.

Prerequisites

  • No prior experience required.
Computer Vision Theory and Projects in Python for Beginners

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction to Course and Instructor

6 Lectures
  • play icon Introduction to the Course 02:02 02:02
  • play icon Introduction to Instructor 03:58 03:58
  • play icon About AI Sciences 01:30 01:30
  • play icon Course Outline (Optional) 12:31 12:31
  • play icon Computer Vision Applications 08:35 08:35
  • play icon Final Project 03:42 03:42

Introduction to Images

22 Lectures
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2D Scaling Transformations

37 Lectures
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2D Geometric Transformations

40 Lectures
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Geometric Transformation Estimation (Panorama)

28 Lectures
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Binary Morphology

23 Lectures
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Image Filtering

10 Lectures
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Canny Edge Detector

36 Lectures
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Shape Detection

26 Lectures
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Shape Detection Hough Transform

15 Lectures
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Corner Detection

20 Lectures
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Automatic Panorama SIFT

5 Lectures
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Object Detection

9 Lectures
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YOLO Object Detector

12 Lectures
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Motion

3 Lectures
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Object Tracking

6 Lectures
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3D Reconstruction

7 Lectures
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Smart CCTV Project

15 Lectures
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Instructor Details

Packt Publishing

Packt Publishing

Packt are an established, trusted, and innovative global technical learning publisher, founded in Birmingham, UK with over eighteen years experience delivering rich premium content from ground-breaking authors and lecturers on a wide range of emerging and established technologies for professional development.

Packt’s purpose is to help technology professionals advance their knowledge and support the growth of new technologies by publishing vital user focused knowledge-based content faster than any other tech publisher, with a growing library of over 9,000 titles, in book, e-book, audio and video learning formats, our multimedia content is valued as a vital learning tool and offers exceptional support for the development of technology knowledge.

We publish on topics that are at the very cutting edge of technology, helping IT professionals learn about the newest tools and frameworks in a way that suits them.

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