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Hands-On Transfer Learning with Python
book

Hands-On Transfer Learning with Python

by Dipanjan Sarkar, Raghav Bali, Tamoghna Ghosh
August 2018
Intermediate to advanced
438 pages
12h 3m
English
Packt Publishing
Content preview from Hands-On Transfer Learning with Python

Building the classification model

We are now ready to build our classification model on the features we extracted in the previous section. The code for this section is available in the Modeling.ipynb Jupyter Notebook in case you want to run the examples yourself. To start, let's load some essential dependencies:

from sklearn.externals import joblib 
import keras 
from keras import models 
from keras import layers 
import model_evaluation_utils as meu 
import matplotlib.pyplot as plt %matplotlib inline 

We will use our nifty model evaluation utilities module named model_evaluation_utils to evaluate our classifier and test its performance later on. Let's load up our feature sets and data point class labels now:

train_features = joblib.load('train_tl_features.pkl') ...
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Publisher Resources

ISBN: 9781788831307