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
- Introduction
- How a Neural Network Works
- Loading & Looking at Data
- Building Our First Model
- Making Predictions
- Text Classification with Movie Reviews
- Embedding Layer Explanation
- Global Average Pooling Layer
- Training the Text Classification Model
- Saving & Loading a Model
2:43:32
13:12
37:13
24:25