πŸ‘©β€πŸŽ“Online lectures on Special Topics in AI: Deep Learning

Fresh free and open playlist on special topics in #DL from University of Wisconsin-Madison. Topics covering reliable deep learning, generalization, learning with less supervision, lifelong learning, deep generative models and more.

Overview Lecture: https://www.youtube.com/watch?v=6LSErxKe634&list=PLKvO2FVLnI9SYLe1umkXsOfIWmEez04Ii
YouTube Playlist: https://www.youtube.com/playlist?list=PLKvO2FVLnI9SYLe1umkXsOfIWmEez04Ii
Syllabus: http://pages.cs.wisc.edu/~sharonli/courses/cs839_fall2020/schedule.html

#wheretostart #lectures #YouTube
Deep Learning free courses

Introduction to Deep Learning

🎬 10 video lesson
Duration ⏰: 1 week worth of material
πŸƒβ€β™‚οΈ Self paced
πŸ“„ Notes, πŸ‘¨β€πŸ« Labs and many more
☒️ Projects, Competitions
Teacher: Alexander Amini, Ava Soleimany
Source: MIT
πŸ”— Course link

Practical Deep Learning For Coders
🎬 8 video lessons
πŸ“” Book Read online
πŸ“„ Notes, πŸ‘¨β€πŸ« Labs and many more
Duration ⏰: 7 weeks long, 10 hours a week
πŸƒβ€β™‚οΈ Self paced
Teacher: Jeremy Howard
Source: fast.ai
πŸ”— Course link

Deep Learning
by Kaggle, on youtube
🎬 13 video lesson
Duration ⏰: 2 hours worth of material
πŸ”— Course link

Learn Deep Learning and TensorFlow, without a Ph.D.
🎬 8 video lesson
Duration ⏰: 3 hours worth of material
πŸƒβ€β™‚οΈ Self paced
πŸ“„ Notes, slides
Teacher: Martin GΓΆrner
Source: Google Cloud
πŸ”— Course link

Explore Deep Learning for Natural Language Processing
🎬 9 video lesson
Duration ⏰: 7-8 hours worth of material
πŸƒβ€β™‚οΈ Self paced
Resource: Trailhead
πŸ”— Course link

Deep Learning Summer School
🎬
35 video lesson
Duration ⏰: 35+ hours
πŸƒβ€β™‚οΈ Self paced
Resource: deeplearning
πŸ”— Course link

Deep Learning Prerequisites: The Numpy Stack in Python V2
Rating ⭐️: 4.5 out of 5
Students πŸ‘¨β€πŸŽ“: 2230
Duration ⏰: 1hr 59min
Created by Lazy Programmer Team, Lazy Programmer Inc.
πŸ”— Course link

AI 101 Video Presentation
presentation given by πŸ‘¨β€πŸ«: MIT’s Brandon Leshchinskiy
πŸ”— Presentation link

Deep Learning in Life Sciences - Spring 2021
🎬
22 video lesson
Duration ⏰: 31 hours worth of material
πŸƒβ€β™‚οΈ Self paced
Teacher: Manolis Kellis
Resource: Class Central
πŸ”— Course link

Intro to Deep Learning
by Kaggle
Use TensorFlow and Keras to build and train neural networks for structured data.
Duration ⏰: 4 hours
πŸ”— Course link


Deep Learning An MIT Press book πŸ“š
Authers: Ian Goodfellow, Yoshua Bengio and Aaron Courville
πŸ”— Book link

#Deep_Learning #deeplearning #dl #machinelearning
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