Introduction to Computer Vision and Image Processing

Instructors: Aije Egwaikhide +1 more

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What you'll learn

  •   Describe the applications of computer vision across different industries.
  •   Apply image processing and analysis techniques to computer vision problems.
  •   Utilize Python, Pillow, and OpenCV for basic image processing and perform image classification and object detection.
  •   Create an image classifier using Supervised learning techniques.
  • Skills you'll gain

  •   Computer Vision
  •   Machine Learning
  •   Tensorflow
  •   Keras (Neural Network Library)
  •   Data Processing
  •   Computer Programming
  •   Visualization (Computer Graphics)
  •   Artificial Intelligence and Machine Learning (AI/ML)
  •   Artificial Neural Networks
  •   IBM Cloud
  •   Deep Learning
  •   Cloud Applications
  •   Image Analysis
  •   PyTorch (Machine Learning Library)
  •   Application Deployment
  •   Augmented Reality
  • There are 6 modules in this course

    As part of this course, you will utilize Python, Pillow, and OpenCV for basic image processing and perform image classification and object detection. This is a hands-on course and involves several labs and exercises. Labs will combine Jupyter Labs and Computer Vision Learning Studio (CV Studio), a free learning tool for computer vision. CV Studio allows you to upload, train, and test your own custom image classifier and detection models. At the end of the course, you will create your own computer vision web app and deploy it to the Cloud. This course does not require any prior Machine Learning or Computer Vision experience. However, some knowledge of the Python programming language and high school math is necessary.

    Image Processing with OpenCV and Pillow

    Machine Learning Image Classification

    Neural Networks and Deep Learning for Image Classification

    Object Detection

    Project Case: Not Quite a Self-Driving Car - Traffic Sign Classification

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