TensorFlow: Working with Images

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Jonathan Fernandes

40:16

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1. Introduction

001. Work with gray and color images using transfer learning and fine-tuning.mp4

00:36

002. What you should know.mp4

00:27

003. What is TensorFlow.mp4

02:33

2. Neural Networks and Images

004. Review of neural networks.mp4

03:58

005. Working with color images and neural networks.mp4

03:13

006. Challenge Experiment with hyperparameters.mp4

01:49

007. Solution Experiment with hyperparameters.mp4

03:32

3. Transfer Learning

008. Why the poor performance with neural networks.mp4

01:13

009. TensorFlow Hub.mp4

02:24

010. What is transfer learning.mp4

01:38

011. Transfer learning with TensorFlow Hub.mp4

05:20

012. TensorFlow Hub for CIFAR-10.mp4

02:39

4. Monitoring the Training Process

013. Monitoring the training process.mp4

00:52

014. Using ModelCheckpoint.mp4

04:17

015. Working with EarlyStopping.mp4

00:46

016. Using TensorBoard.mp4

04:38

5. Conclusion

017. Next steps.mp4

00:21

Description

TensorFlow 2.0 is quickly becoming one of the most popular deep learning frameworks and a must-have skill in your artificial intelligence toolkit. Using a hands-on approach, machine learning and AI model expert Jonathan Fernandes shows you the basics of working with images—both grayscale and color—in TensorFlow, and explores transfer learning and other training enhancements such as ModelCheckpoint, EarlyStopping, and TensorBoard.

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TensorFlow

Jonathan Fernandes

Instructor's Courses

I am an experienced Data Scientist and Machine Learning/ Artificial Intelligence consultant that leads teams to create AI products that help meet business objectives. I have led teams to create solutions for a variety of verticals including banking, healthcare, energy, telecoms and travel and transport. Outside of work I spend time with my fabulous family, swim regularly in the sea throughout the year and am actively involved in my local church.

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LinkedIn Learning is an American online learning provider. It provides video courses taught by industry experts in software, creative, and business skills. It is a subsidiary of LinkedIn. All the courses on LinkedIn fall into four categories: Business, Creative, Technology and Certifications. It was founded in 1995 by Lynda Weinman as Lynda.com before being acquired by LinkedIn in 2015. Microsoft acquired LinkedIn in December 2016.