Computer Vision with Python OpenCV

Price
$3,000.00 USD

Duration
3 Days

 

Delivery Methods
Virtual Instructor Led
Private Group

Course Overview

OpenCV, once released by INTEL to benchmark their processors, comes with a huge array of functionality, even deep learning-based, and allows for efficient image processing and computer vision. Tracking, Object Detection, Facial Recognition, and much more – all in one library. Understanding how to work with image and video data is becoming vital in modern applications. The most popular platforms in the world are generating never before seen amounts of image and video data. Every 60 seconds users upload more than 300 hours of video to Youtube, Netflix subscribers stream over 80,000 hours of video, and Instagram users like over 2 million photos!

Private classes on this topic are available. We can address your organization’s issues, time constraints, and save you money, too. Contact us to find out how.

This course includes 6-months access to the full course content in on-demand format to support post-class reference and review.

Course Objectives

  • Understand basics of NumPy
  • Manipulate and open Images with NumPy
  • Use OpenCV to work with image files
  • Use Python and OpenCV to draw shapes on images and videos
  • Perform image manipulation with OpenCV, including smoothing, blurring, thresholding, and morphological operations.
  • Create Color Histograms with OpenCV
  • Open and Stream video with Python and OpenCV
  • Detect Objects, including corner, edge, and grid detection techniques with OpenCV and Python
  • Create Face Detection Software
  • Segment Images with the Watershed Algorithm
  • Track Objects in Video
  • Use Python and Deep Learning to build image classifiers
  • Work with Tensorflow, Keras, and Python to train on your own custom images.

Who Should Attend?

Intermediate to experienced Python developers or experienced developers coming from another programming language.
  • Top-rated instructors: Our crew of subject matter experts have an average instructor rating of 4.8 out of 5 across thousands of reviews.
  • Authorized content: We maintain more than 35 Authorized Training Partnerships with the top players in tech, ensuring your course materials contain the most relevant and up-to date information.
  • Interactive classroom participation: Our virtual training includes live lectures, demonstrations and virtual labs that allow you to participate in discussions with your instructor and fellow classmates to get real-time feedback.
  • Post Class Resources: Review your class content, catch up on any material you may have missed or perfect your new skills with access to resources after your course is complete.
  • Private Group Training: Let our world-class instructors deliver exclusive training courses just for your employees. Our private group training is designed to promote your team’s shared growth and skill development.
  • Tailored Training Solutions: Our subject matter experts can customize the class to specifically address the unique goals of your team.

Learning Credits: Learning Credits can be purchased well in advance of your training date to avoid having to commit to specific courses or dates. Learning Credits allow you to secure your training budget for an entire year while eliminating the administrative headache of paying for individual classes. They can also be redeemed for a full year from the date of purchase. If you have previously purchased a Learning Credit agreement with New Horizons, you may use a portion of your agreement to pay for this class.

If you have questions about Learning Credits, please contact your Account Manager.

Agenda

Numpy

Image Handling with Python & OpenCV

  • Image I/O
  • Thresholding
  • Filtering
  • Histograms
  • Template Matching
  • Gradient based Methods
  • Edge Detection
  • Object Detection
  • Facial Recognition (you cover face detection, but expansion to facial recognition is trivial with dlib – Lets discuss!)

Video Handling with Python & OpenCV

  • Video & Webcam I/O
  • Optical Flow
  • Tracking

Deep Learning

 

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