Data Augmentation Techniques in CNN using Tensorflow

Recently, I have started learning about Artificial Intelligence as it is creating a lot of buzz in industry. Within these diverse fields of AI applications, the area of vision based domain has attracted me a lot. For that, I have been experimenting with deep learning mechanisms primarily involving usage of Convolutional Neural Network(CNN). The primary thing with all the experiments I have done till date has taught me that data which is used during training plays the most important role. In fact, it will not be wrong to state that AI has emerged again (after several AI winters) only because of availability of huge computing power(GPUs) and vast amount of data in Internet.