DeepExperiments

TensorFlow/Keras experiments on computer vision and natural language processing

Suggested path

Image Recognition

1. Non TensorFlow Comparisons for notMNIST Data Set
2. Tensorflow basics
3. MNIST For ML Beginners (0.11.0rc2)
4. MNIST For ML Beginners (0.12.0rc2)
5. Fully Connected Neural Networks - No Convolutions
6. Fully Connected Neural Networks - Regularization/L2 - No Convolutions
7. Fully Connected Neural Networks - Regularization/Dropout - No Convolutions
8. Fully Connected Neural Networks + Convolutions
9. AlexNet from ImageNet Classification with Deep Convolutional Neural Networks
10. From Deep Learning with Python - Deep learning for computer vision
11. Autoencoders
12. Generative Adversarial Networks

Natural Language Processing

1. Word2Vec
2. Recurrent Neural Networks