Explore the exciting world of deep learning with PyTorch in this 45-minute EuroPython Conference talk. Dive into practical applications like style transfer, speech generation, and text generation. Follow the speaker's journey from concept to implementation, including challenges, setbacks, and triumphs. Learn how to prepare data, run PyTorch on a Mac with an eGPU, create character-level language models using Recurrent Neural Networks, generate text, and produce AI-driven artwork. Gain insights into the realities of working with deep learning technologies and discover how to apply these techniques for both enjoyment and practical benefits.