Blackbird002/Learning-TensorFlow

My self-study notes and scripts for learning TensorFlow

Learning-TensorFlow

My self-study notes and scripts for learning TensorFlow

Installing TensorFlow

script and guide (CPU and GPU - Ubuntu 18.04 LTS)

Helpful videos:

"sentdex" is a great youtuber that explains everything very well:

• Deep Learning basics with Python, TensorFlow and Keras Playlist - sentdex
• Machine Learning with Python - sentdex

Official TensorFlow Youtube channel:

• Coding TensorFlow

MNIST Classification

• Modified National Institute of Standards and Technology database
• Database of handwritten digits
• Training set: 60,000 examples & labels
• Test set: 10,000 examples & labels
• MNIST
• mnistClassification.py

Fashion MNIST Classification

• Database of grayscale images of 10 different categories of clothes
• FashionMnistClassification.py

Classifying Cats and Dogs (using TensorBoard for optimization)

• Dataset: Microsoft's Kaggle Cats and Dogs Dataset
• CatsAndDogs.py

Optimization - trying to find the best model for this example

• tryModels.py
• Model metrics