Epilogue
Concluding Remarks

This course has taken you from the basics to some of the latest and most advanced topics in deep learning. You are now ready to explore, understand and build upon the remarkable progress that has been made in this field over the last decade. Some models, especially large language models and generative AI, will appear magical when first encountered. But don’t get sucked into the hype—these intelligent machines are not (yet) sentient or self-aware. To paraphrase the philosopher and cognitive scientist Daniel Dennett, they have competence without comprehension. Under the hood they are nothing more than a sequence of simple mathematical operations—parametrized linear transformations and non-linear activations—with some clever engineering and trained on lots and lots of data.