recent advances in deep learning additional noteworthy research this section describes few research publications relevant to the field of deep learning that are really exciting for folks to explore independently as next steps to advance in the field discussing any details for the research is beyond the scope of this bookso readers are encouraged to explore the following research papers independently jukeboxa generative model for music jukebox is neural network that generates musicincluding rudimentary singingas raw audio in variety of genres and artist styles openai released the model' weights and codealong with tool to explore the generated samples papercode image gpt generate coherent image completions transformer-based model trained on language can generate coherent text the same model trained on pixel sequences can generate coherent image completions and samples papergenerative_pretraining_from_pixels_v pdf code universal music translation network deep learning based method for translating music across musical instruments and styles the technique is based on unsupervised training of