Video Description
Use TensorFlow to classify images automatically. This video starts by explaining the basics of computerized image classification. You'll understand how software processes images and how you can control and manipulate the images with that process. Then you'll dive into the basics of artificial intelligence and machine learning, understanding the limitations of traditional machine learning algorithms, and learning the new avenues opened up by deep learning and advanced AI.
What You Will Learn
- Apply the TensorFlow and Keras libraries to complex problems
- Move past traditional machine learning algorithms into more advanced deep learning
- Develop proficiency in convolutional neural network development
Who This Video Is For
Advanced programmers and engineers, such as data scientists, machine learning experts, Python developers, and research analysts.
Table of Contents
- Overview 00:01:12
- OpenCV For Image Processing 00:08:52
- Introduction To Artificial Intelligence 00:01:32
- Introduction To Machine Learning 00:03:34
- Introduction To Deep Learning 00:06:13
- Limitations Of A Fully-Connected Network 00:00:57
- What Is A Convolutional Neural Network? 00:12:13
- Developing An Image Classifier Using Convolutional Neural Networks 00:06:51
Product Information
- Title: Developing an Image Classifier Using TensorFlow: Convolutional Neural Networks
- Author(s):
- Release date: December 2019
- Publisher(s): Apress
- ISBN: 9781484255728