In this 2+ hour crash course, we will dive into neural networks and the TensorFlow Python library
Tech With Tim YouTube:
https://www.youtube.com/channel/UC4JX40jDee_tINbkjycV4Sg
There are text based tutorials for each part of this video. You can find them all here:
https://techwithtim.net/tutorials/python-neural-networks/
Tensorflow install: pip install -q tensorflow==2.0.0-alpha0
Tensorflow Guides Followed:
https://www.tensorflow.org/tutorials/keras/classification
https://www.tensorflow.org/tutorials/keras/text_classification
Timestamps: before intro
00:00:00 – Introduction
00:00:27 – How a Neural Network Works
00:24:39 – Loading & Looking at Data
00:37:44 – Building Our First Model
00:55:05 – Making Predictions
01:00:09 – Text Classification with Movie Reviews
01:26:40 – Embedding Layer Explanation
01:35:55 – Global Average Pooling Layer
01:40:23 – Training the Text Classification Model
01:50:20 – Saving & Loading a Model
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