- Week 1 – Lecture: History, motivation, and evolution of Deep Learning

Week 1 – Lecture: History, motivation, and evolution of Deep Learning

Course website: https://bit.ly/DLSP20-web
Playlist: http://bit.ly/pDL-YouTube
Speaker: Yann LeCun
Week 1: http://bit.ly/DLSP20-01

0:00:00 – Week 1 – Lecture

LECTURE Part A: http://bit.ly/DLSP20-01-1
We discuss the motivation behind deep learning. We begin with the history and inspiration of dee...
Course website: https://bit.ly/DLSP20-web
Playlist: http://bit.ly/pDL-YouTube
Speaker: Yann LeCun
Week 1: http://bit.ly/DLSP20-01

0:00:00 – Week 1 – Lecture

LECTURE Part A: http://bit.ly/DLSP20-01-1
We discuss the motivation behind deep learning. We begin with the history and inspiration of deep learning. Then we discuss the history of pattern recognition and introduce gradient descent and its computation by backpropagation. Finally, we discuss the hierarchical representation of the visual cortex.
0:03:37 – Inspiration of Deep Learning and Its History, Supervised Learning
0:24:21 – History of Pattern Recognition and Introduction to Gradient Descent
0:38:56 – Computing Gradients by Backpropagation, Hierarchical Representation of the Visual Cortex

LECTURE Part B: http://bit.ly/DLSP20-01-2
We first discuss the evolution of CNNs, from Fukushima to LeCun to Alexnet. We then discuss some applications of CNN's, such as image segmentation, autonomous vehicles, and medical image analysis. We discuss the hierarchical nature of deep networks and the attributes of deep networks that make them advantageous. We conclude with a discussion of generating and learning features/representations.
0:49:25 – Evolution of CNNs
1:05:55 – Deep Learning & Feature Extraction
1:19:27 – Learning Representations

#Deep Learning #Yann LeCun #NYU #PyTorch
– Week 1 – Lecture - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Week 1 – Lecture

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:00:00 - 00:03:37
– Inspiration of Deep Learning and Its History, Supervised Learning - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Inspiration of Deep Learning and Its History, Supervised Learning

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:03:37 - 00:24:21
– History of Pattern Recognition and Introduction to Gradient Descent - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– History of Pattern Recognition and Introduction to Gradient Descent

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:24:21 - 00:38:56
Great video! If you could shed some light or provide a reference to  min wherein the SGD is said to be better than GD because it converges faster for larger training sets and has better generalization over test set... why is that so? - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

Great video! If you could shed some light or provide a reference to min wherein the SGD is said to be better than GD because it converges faster for larger training sets and has better generalization over test set... why is that so?

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:37:04 - 01:38:57
– Computing Gradients by Backpropagation, Hierarchical Representation of the Visual Cortex - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Computing Gradients by Backpropagation, Hierarchical Representation of the Visual Cortex

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:38:56 - 00:49:25
– Evolution of CNNs - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Evolution of CNNs

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
00:49:25 - 01:05:55
Have different colour spaces been tried? - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

Have different colour spaces been tried?

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
01:00:20 - 01:38:57
– Deep Learning & Feature Extraction - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Deep Learning & Feature Extraction

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
01:05:55 - 01:19:27
And it starts at  😬 - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

And it starts at 😬

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
01:17:38 - 01:38:57
'They're "extremely" stupid' 😂 - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

'They're "extremely" stupid' 😂

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
01:19:21 - 01:38:57
– Learning Representations - Week 1 – Lecture: History, motivation, and evolution of Deep Learning

– Learning Representations

Week 1 – Lecture: History, motivation, and evolution of Deep Learning
2020年02月24日 
01:19:27 - 01:38:57

Alfredo Canziani

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