What are AutoEncoders in deep learning? - explained

This video gives an overview of what autoencoders are in terms of deep neural networks. It also takes us through the different types of autoencoders namely denoising autoencoders, sparse autoencoders, overcomplete and undercomplete autoencoders. Hope its useful. ⌚️ ⌚️ ⌚️ TIMESTAMPS ⌚️ ⌚️ ⌚️ 0:00 - Intro 0:37 - Autoencoder architecture and training 1:29 - Illustrative Example 1:47 - Undercomplete Autoencoders 2:48 - Overcomplete Autoencoders 3:32 - Reguarlized Autoencoders 4:00 - Sparse Autoencoders 5:08 - Denoising Autoencoders 6:24 - Applications of Autoencoders 🧸 🧸 🧸 TOYS OF THE TRADE 🧸 🧸 🧸 📝 XP-Pen for my scribbles - https://amzn.to/3HNOpPH ⌨️🐭 My Keyboard & Mouse - https://amzn.to/3XKZ3wF 🖥 My Monitor - https://amzn.to/3YdVpvT 💻 My GPUs - https://amzn.to/3YE2aXX 🎤 My Mic - https://amzn.to/3YCdDHA My work desk - https://amzn.to/3GWF1IP 🛠 🛠 🛠 MY SOFTWARE TOOLS 🛠 🛠 🛠 ✍️ Notion - https://affiliate.notion.so/aibites-yt 📹 OBS Studio for video editing - https://obsproject.com 📼 Manim for some animations - https://www.manim.community 🎵 My music - https://www.bensound.com and 📚 📚 📚 BOOKS I HAVE READ, REFER AND RECOMMEND 📚 📚 📚 📖 Deep Learning by Ian Goodfellow - https://amzn.to/3Wnyixv 📙 Pattern Recognition and Machine Learning by Christopher M. Bishop - https://amzn.to/3ZVnQQA 📗 Machine Learning: A Probabilistic Perspective by Kevin Murphy - https://amzn.to/3kAqThb 📘 Multiple View Geometry in Computer Vision by R Hartley and A Zisserman - https://amzn.to/3XKVOWi MY KEY LINKS YouTube: https://www.youtube.com/@AIBites Twitter: https://twitter.com/ai_bites​ Patreon: https://www.patreon.com/ai_bites​ Github: https://github.com/ai-bites​ WHO AM I? I am a Machine Learning Researcher / Practioner who has seen the grind of academia and start-ups equally. I started my career as a software engineer 15 years back. Because of my love for Mathematics (coupled with a glimmer of luck), I graduated with a Master's in Computer Vision and Robotics in 2016 when the now happening AI revolution just started. Life has changed for the better ever since. #machinelearning #deeplearning #aibites