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Intelligent Projects Using Python

You're reading from   Intelligent Projects Using Python 9 real-world AI projects leveraging machine learning and deep learning with TensorFlow and Keras

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788996921
Length 342 pages
Edition 1st Edition
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Author (1):
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Santanu Pattanayak Santanu Pattanayak
Author Profile Icon Santanu Pattanayak
Santanu Pattanayak
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Toc

Table of Contents (12) Chapters Close

Preface 1. Foundations of Artificial Intelligence Based Systems 2. Transfer Learning FREE CHAPTER 3. Neural Machine Translation 4. Style Transfer in Fashion Industry using GANs 5. Video Captioning Application 6. The Intelligent Recommender System 7. Mobile App for Movie Review Sentiment Analysis 8. Conversational AI Chatbots for Customer Service 9. Autonomous Self-Driving Car Through Reinforcement Learning 10. CAPTCHA from a Deep-Learning Perspective 11. Other Books You May Enjoy

Preprocess the Images

Each image in the edges2handbags dataset folder contains the picture of the bag and the picture of the bag edges in the same image. For training the network we need to separate them as images belonging to the two domains A and B that we have discussed in the architecture for DiscoGAN. The images can be split up into Domain A and Domain B images by using the following code (image_split.py):

# -*- coding: utf-8 -*-
"""
Created on Fri Apr 13 00:10:12 2018

@author: santanu
"""

import numpy as np
import os
from scipy.misc import imread
from scipy.misc import imsave
import fire
from elapsedtimer import ElapsedTimer
from pathlib import Path
import shutil
'''
Process the images in Domain A and Domain and resize appropriately
Inputs contain the Domain A and Domain B image in the same image
This program will break them up and store them...
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