Dive into the world of deep learning and convolutional neural networks in this comprehensive 57-minute conference talk from Devoxx. Explore the latest advancements in machine learning, including image recognition and neural network architectures, without needing a PhD. Learn how to apply these cutting-edge technologies to solve previously "impossible" problems in computer science. Gain valuable insights, engineering best practices, and practical tips for implementing deep learning techniques in your own projects. Discover the inner workings of neural networks, TensorFlow code, and hyperparameter tuning. Examine popular architectures like Inception, SqueezeNet, and Darknet, and understand their real-world applications. Witness a live demo showcasing the power of modern convolutional neural nets. Whether you're a seasoned developer or new to machine learning, this talk provides a solid foundation for leveraging deep learning in your work.