This is the official code repository for the book.
Get started with machine learning using TensorFlow, Google's latest and greatest machine learning library.
Ch 2 - TensorFlow Basics
- Listing 2-4:
types.py - Listing 5-6:
main.py - Listing 7:
interactive_session.py - Listing 8:
logging.py - Listing 9:
spikes.py - Listing 10:
saving_vars.py - Listing 11:
loading_vars.py - Listing 12-15:
moving_avg.py
Ch 3 - Regression
- Listing 1-2:
simple_model.py - Listing 3:
polynomial_model.py - Listing 4-5:
regularization.py - Listing 6:
data_reader.py
Ch 4 - Classification
- Listing 1-3:
linear_1d.py - Listing 4:
logistic_1d.py - Listing 5:
logistic_2d.py - Listing 6-10:
softmax.py
Ch 5 - Clustering
- Listing 1-4:
audio_clustering.py - Listing 5-6:
audio_segmentation.py - Listing 7-12:
som.py
Ch 6 - Prediction
- Listing 1-10:
rl.py
- Listing 1-6:
forward.py - Listing 7-11:
hmm.py
(Coming September 2016)
(Coming September 2016)
(Coming September 2016)
(Coming September 2016)