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Course Outline

Introduction

Understanding Artificial Intelligence

  • Computational Psychology
  • Computational Philosophy

Deep Learning

  • Artificial neural networks
  • Distinguishing deep learning from machine learning

Preparing the Development Environment

  • Installing and configuring OpenCV

Getting Started with OpenCV 4

  • Viewing images
  • Utilizing color channels
  • Viewing videos

Deep Learning Computer Vision

  • Leveraging the DNN module
  • Working with deep learning models
  • Using SSDs

Neural Networks

  • Employing various training methods
  • Evaluating performance

Convolutional Neural Networks

  • Training and designing CNNs
  • Constructing a CNN in Keras
  • Importing data
  • Saving, loading, and displaying a model

Classifiers

  • Building and training a classifier
  • Splitting data
  • Enhancing the accuracy of results and values

Summary and Conclusion

Requirements

  • Fundamental programming experience

Audience

  • Software Engineers
 14 Hours

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