Скачать или смотреть Deep Learning Course: History, Motivation and Evolution

In this Deep Learning course, we'll learn about the history, motivation, and evolution of Deep Learning
Cheat Sheets for AI, Neural Networks, Machine Learning, Deep Learning & Big Data
☞ https://morioh.com/p/d5031a8f0324
Applied Deep Learning with PyTorch - Full Course
☞ https://morioh.com/p/433f0ddf1da6
Deep Learning Using TensorFlow
☞ https://morioh.com/p/f64d68d98a54

This course concerns the latest techniques in deep learning and representation learning, focusing on supervised and unsupervised deep learning, embedding methods, metric learning, convolutional and recurrent nets, with applications to computer vision, natural language understanding, and speech recognition.


0:00:00 – Week 1 – Lecture

LECTURE Part A
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
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

#DeepLearning #DataScience #Morioh

PUBLICATION PERMISSIONS:
Original video was published with the Creative Commons Attribution license (reuse allowed).
Link:    • Week 1 – Lecture: History, motivation, and...  
------------------------------------------------------------------------------------
Social Network for Developers: http://bit.ly/2R1Lw31
Developer's Store: http://bit.ly/2L27JNR
Fanpage: http://bit.ly/2LyM4fJ
Twitter: http://bit.ly/2J7vCS0