LSTM Based Text Generation
After finishing the Deep Learning specialization on Coursera, I was intrigued by one of the programming exercises in the course Sequence Models. This is the course where we learn about RNN or Recurrent Neural Networks, a powerful way of analyzing and generating text and music. The specific assignment involved making up unique dinosaur names character by character. It was a fun exercise for sure. At the end of the course, I wanted to build my own text generator based on a dataset. I also wanted to generate text on a word by word basis and not on a character basis. Furthermore I wanted to do some hands-on programming for AI/ML outside the confines of the assignments in the deep learning course. I firstly wanted to setup my ML environment with the necessary software. Hardware wise, I was covered (perks of being a gamer :) Ryzen 5 1600, 16GB RAM, NVIDIA 1070). I looked at a few blogs and tried going the Linux route but honestly, I'd spent almost the whole day trying to get th...