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 - amzn.to/3HNOpPH
⌨️🐭 My Keyboard & Mouse - amzn.to/3XKZ3wF
🖥 My Monitor - amzn.to/3YdVpvT
💻 My GPUs - amzn.to/3YE2aXX
🎤 My Mic - amzn.to/3YCdDHA
My work desk - amzn.to/3GWF1IP
🛠 🛠 🛠 MY SOFTWARE TOOLS 🛠 🛠 🛠
✍️ Notion - affiliate.notion.so/aibites-yt
📹 OBS Studio for video editing - obsproject.com/
📼 Manim for some animations - www.manim.community/
🎵 My music - www.bensound.com/ and
📚 📚 📚 BOOKS I HAVE READ, REFER AND RECOMMEND 📚 📚 📚
📖 Deep Learning by Ian Goodfellow - amzn.to/3Wnyixv
📙 Pattern Recognition and Machine Learning by Christopher M. Bishop - amzn.to/3ZVnQQA
📗 Machine Learning: A Probabilistic Perspective by Kevin Murphy - amzn.to/3kAqThb
📘 Multiple View Geometry in Computer Vision by R Hartley and A Zisserman - amzn.to/3XKVOWi
MY KEY LINKS
YouTube: youtube.com/@AIBites
Twitter: twitter.com/ai_bites
Patreon: www.patreon.com/ai_bites
Github: 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
コメント