Gain hands-on experience in deep learning fundamentals through a 90-minute workshop focused on computer vision and natural language processing applications. Learn to build and train deep learning models from scratch while mastering essential tools and techniques for achieving high accuracy. Explore methods for leveraging pre-trained models to accelerate development and deployment of deep learning applications. Master practical skills through guided exercises that bridge theoretical understanding with real-world implementation. Originally presented at Data Science Conference Europe 2023, this workshop delivers comprehensive training in both building models from the ground up and effectively utilizing existing pre-trained solutions for efficient development workflows.