Applied AI with Deep Learning refers to the application of artificial intelligence techniques, specifically deep learning, to solve real-world problems. Deep learning is a subfield of machine learning that uses neural networks to model complex patterns in data. It has been particularly successful in areas such as computer vision, natural language processing, and speech recognition. In applied AI with deep learning, the focus is on taking pre-existing deep learning models and fine-tuning them to specific use cases, or building new models from scratch to solve new problems. The end goal is to create AI systems that can perform tasks that were previously only possible for humans to do.