Natural Language Processing with RNNs - Toxic Comment Classification

Outline:

Download and explore the data
Prepare the data for training
Build a recurrent neural network
Train & evaluate the model
Make predictions & submit to Kaggle

Download & Explore Data

Outline:

Download the data from Kaggle
Load data into Pandas dataframes
Explore the dataset

import os

os.environ['KAGGLE_CONFIG_DIR'] = '.'

!kaggle competitions download -c jigsaw-toxic-comment-classification-challenge

Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 ./kaggle.json'
Downloading jigsaw-toxic-comment-classification-challenge.zip to /content
 36% 19.0M/52.6M [00:00<00:00, 197MB/s]
100% 52.6M/52.6M [00:00<00:00, 281MB/s]