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TensorFlow Developer Certificate Guide

You're reading from TensorFlow Developer Certificate Guide Efficiently tackle deep learning and ML problems to ace the Developer Certificate exam

Product type Paperback

Published in Sep 2023

Publisher Packt

ISBN-13 9781803240138

Length 344 pages

Edition 1st Edition

Tools

TensorFlow

Concepts

Deep Learning

Author (1):

Oluwole Fagbohun

View More author details

Table of Contents (20) Chapters

Preface

1. Part 1 – Introduction to TensorFlow

2. Chapter 1: Introduction to Machine Learning FREE CHAPTER

3. Chapter 2: Introduction to TensorFlow

4. Chapter 3: Linear Regression with TensorFlow

5. Chapter 4: Classification with TensorFlow

6. Part 2 – Image Classification with TensorFlow

7. Chapter 5: Image Classification with Neural Networks

8. Chapter 6: Improving the Model

9. Chapter 7: Image Classification with Convolutional Neural Networks

10. Chapter 8: Handling Overfitting

11. Chapter 9: Transfer Learning

12. Part 3 – Natural Language Processing with TensorFlow

13. Chapter 10: Introduction to Natural Language Processing

14. Chapter 11: NLP with TensorFlow

15. Part 4 – Time Series with TensorFlow

16. Chapter 12: Introduction to Time Series, Sequences, and Predictions

17. Chapter 13: Time Series, Sequences, and Prediction with TensorFlow

18. Index

Why subscribe?

19. Other Books You May Enjoy

Questions

Let’s test what we learned in this chapter:

What is overfitting in image classification tasks?
How does overfitting occur?
What techniques can be used to prevent overfitting?
What is data augmentation, and how is it used to prevent overfitting?
How can data pre-processing, data diversity, and data balancing be used to mitigate overfitting?

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Authors (1)

Oluwole Fagbohun

Oluwole Fagbohun

Oluwole Fagbohun, a certified TensorFlow developer and machine learning engineer, currently he is serving Vice President of Engineering and Environmental Data at ChangeBlock, where he is spearheading the fight against climate change with machine learning. Beyond his role at ChangeBlock, Oluwole is the founder of Readrly an EdTech startup employing AI to enhance children's reading skills, offering engaging and gamified learning experiences.

See other products by Oluwole Fagbohun

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