E-book details

Neural Network Projects with Python. The ultimate guide to using Python to explore the true power of neural networks through six projects

Neural Network Projects with Python. The ultimate guide to using Python to explore the true power of neural networks through six projects

James Loy

Ebook
Neural networks are at the core of recent AI advances, providing some of the best resolutions to many real-world problems, including image recognition, medical diagnosis, text analysis, and more. This book goes through some basic neural network and deep learning concepts, as well as some popular libraries in Python for implementing them.
It contains practical demonstrations of neural networks in domains such as fare prediction, image classification, sentiment analysis, and more. In each case, the book provides a problem statement, the specific neural network architecture required to tackle that problem, the reasoning behind the algorithm used, and the associated Python code to implement the solution from scratch. In the process, you will gain hands-on experience with using popular Python libraries such as Keras to build and train your own neural networks from scratch.
By the end of this book, you will have mastered the different neural network architectures and created cutting-edge AI projects in Python that will immediately strengthen your machine learning portfolio.
  • 1. Machine Learning and Neural Networks 101
  • 2. Predicting Diabetes with Multilayer Perceptrons
  • 3. Predicting Taxi Fares with Deep Feedforward Networks
  • 4. Cats Versus Dogs - Image Classification Using CNNs
  • 5. Removing Noise from Images Using Autoencoders
  • 6. Sentiment Analysis of Movie Reviews Using LSTM
  • 7. Implementing a Facial Recognition System with Neural Networks
  • 8. What’s Next?
  • Title: Neural Network Projects with Python. The ultimate guide to using Python to explore the true power of neural networks through six projects
  • Author: James Loy
  • Original title: Neural Network Projects with Python. The ultimate guide to using Python to explore the true power of neural networks through six projects
  • ISBN: 9781789133318, 9781789133318
  • Date of issue: 2019-02-28
  • Format: Ebook
  • Item ID: e_14ql
  • Publisher: Packt Publishing