Convolutional neural networks for TSC

In this recipe, we’ll walk you through building a convolutional neural network to tackle TSC problems. We’ll use the DataModule class created in the previous recipe to do this.

Getting ready

We start again by importing the dataset used in the previous recipe:

import pandas as pd
data_directory = 'assets/datasets/Car'
train = pd.read_table(f'{data_directory}/Car_TRAIN.tsv', header=None)
test = pd.read_table(f'{data_directory}/Car_TEST.tsv', header=None)
datamodule = TSCDataModule(train_df=train,
                           test_df=test,
                           batch_size=8)

We also create an instance of the TSCDataModule data...