NanoGPT is the simplest, fastest repository for training/finetuning medium-sized GPTs. This experiment tries to reproduce the results of training a character-level GPT on the works of Shakespeare. I have also changed the parameters to significantly improve the loss during the CPU version of the experiment from 1.88 (in the actual experiment) to 1.54 Other than this, I have also fine-tuned gpt2-xl on the works of Shakespeare and sampled the outputs just like the original experiment.