Home>Courses>Mastering Computer Vision in Python with OpenCV

Mastering Computer Vision in Python with OpenCV

Discover OpenCV to enhance AI in computer vision. Learn image/video processing, editing, and basic machine learning like edge, object, and face detection with real-world projects.

Intermediate

27 Lessons

20h

Certificate of Completion

Discover OpenCV to enhance AI in computer vision. Learn image/video processing, editing, and basic machine learning like edge, object, and face detection with real-world projects.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

2 Assessments

6 Quizzes

Course Overview

What You'll Learn

Course Content

Apply Your Skills

Course Overview

OpenCV is an open-source machine learning library for Python that adds enhanced artificial intelligence capabilities in computer vision and image processing. This course is a comprehensive introduction to building applications using OpenCV, including viewing, identifying, and editing image and video files using Python. You’ll start with an introduction to the library before immediately applying the framework to view images, video, webcam input, and text. You’ll then take your image captures and apply vario...Show More

What You'll Learn

A working knowledge of computer vision using the OpenCV Python library

A strong foundation in machine learning

The ability to read and edit images, video, and webcam input using Python and OpenCV

Experience building real-world computer vision applications using Python

A basic understanding of machine learning for object detection and optical analysis using OpenCV

A working knowledge of computer vision using the OpenCV Python library

Course Content

Introduction to Python OpenCV

1 Lessons

Get familiar with Python OpenCV, a crucial library for computer vision and machine learning.

Get started with Python OpenCV

Read Images, Videos, and Webcam

4 Lessons

Get started with reading images, videos, and webcam feeds using OpenCV in Python.

Read Images

Read Videos

Read Webcam

Quiz: Read Media Files

Editing Images

8 Lessons

Examine image cropping, resizing, color spaces, transformations, blurring, shapes, and text techniques in OpenCV.

Crop and Resize

Color Spaces

Image Translation and Rotation

Make Images Blurry and Convert to Grayscale

Reading and Editing Images with OpenCV

Assessment

Advanced Editings

5 Lessons

Enhance your skills in advanced image editing techniques using OpenCV and Python tools.

Split and Merge Color Channels

Join Images

Bitwise Operations

Mask Images

Histogram Computation

Detection

4 Lessons

Deepen your knowledge of edge, shape, and face detection using OpenCV techniques.

Edge Detection

Shape Detection

Face Detection

Quiz: Advanced Editing and Detection

Assessment on Advanced Editing and Detection

Assessment

Real-life projects

4 Lessons

Tackle real-life projects like building document scanners and object trackers with OpenCV.

Build a Document Scanner

A Review of the Document Scanner

Build an Object Tracker

A Review of the Object Tracker

Conclusion

1 Lessons

Practice using your OpenCV skills on real-world projects and further learning opportunities.

What Next?

Course Author

Nishan Poudel

Project

Create an Image Forgery Detector

beginner

50 min

Project

Create an Image Forgery Detector

Develop a Flask app for detecting image forgery with OpenCV and MD5 hashing for user-friendly verification.

beginner

50 mins

Project

Image Compression Through Subsampling and Interpolation

intermediate

1 hour

Project

Image Compression Through Subsampling and Interpolation

Learn image compression by subsampling chrominance and interpolating in the YCbCr color space, enhancing perceived quality.

intermediate

1 hour

Trusted by 2.5 million developers working at companies

"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"

Anthony Walker

@_webarchitect_

"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"

Evan Dunbar

ML Engineer

"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."

Carlos Matias La Borde

Software Developer

"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"

Souvik Kundu

Front-end Developer

"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."

Vinay Krishnaiah

Software Developer

"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"

Eric Downs

Musician/Entrepeneur

Hands-on Learning Powered by AI

See how Educative uses AI to make your learning more immersive than ever before.

Instant Code Feedback

Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.

AI-Powered Mock Interviews

Put your skills to the test in a simulated interview setting. Receive personalized feedback based on your performance. Available in Premium & Premium Plus plans.

Adaptive Learning

At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.

Explain with AI

Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.

AI Code Mentor

AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!

Free Resources

FOR TEAMS

Interested in this course for your business or team?

Unlock this course (and 1,000+ more) for your entire org with DevPath