Introduction to Deep Learning

Key Takeaways

artificial intelligence technology is more popular than ever thanks to advances in deep learning welcome to Henry AI labs a YouTube channel that explains complex topics and deep learning in artificial intelligence artificial intelligence is currently powered by deep neural networks these are mathematical function approximator xin spired by models of the brain deep neural networks are applied to computer vision natural language processing speech recognition generative modeling geometric deep learning and reinforcement learning computer vision involves applications like having computers to detect what is in an image this involves things like drawing boxes and counting cars or completely segmenting the scene as in self-driving cars additionally these computer vision models are being embedded and compressed into small file sizes so they can fit in embedded systems such as the Raspberry Pi self-driving cars are one of the most exciting applications of the artificial intelligence enabling cars to see perceive and navigate the world around them natural language processing is another really interesting application of deep learning and artificial intelligence NOP models enable statistical models to get an understanding of language this has led to some really amazing applications and sentiment analysis from tweets spam detection on review websites question answering with search engines like Google and others and document summarization another interesting thing is audio speech and music this involves things like speaking into your phone and having it automatically transcribe the text as well as things such as going back from that text to speech recent applications can even synthesized speech in your own voice given some text also interestingly is music generation with advances in music generation being made nearly every month generative modeling is another really cool application of artificial intelligence this includes things like generating images completely from random noise and transferring dance poses and transferring style from one image to another geometric deep learning is another really cool application of deep learning that is becoming more and more popular this involves making sense of graph data things like social network friend recommendations YouTube video recommendations citation networks between scientific papers in protein-protein interaction biological networks reinforcement learning is powering the next generation of game playing a is that learn to play through self play and other methods this is empowering robotics and education technology as well thanks for watching if you're interested in artificial intelligence deep learning please subscribe to Henry AI labs to stay up to date with deep learning research papers thanks for watching