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Deep Learning Specialization
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Course 4
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Module 2
Syllabus
Courses
Course Syllabus
Convolutional Neural Networks
Module 1: Foundations of Convolutional Neural Networks
Convolutional Neural Networks
Lecture Notes (Optional)
Quiz
Programming Assignments
Heroes of Deep Learning (Optional)
Module 2: Deep Convolutional Models: Case Studies
Case Studies
Why look at case studies?
Video
・
2m
Classic Networks
Video
・
18m
ResNets
Video
・
7m
Why ResNets Work?
Video
・
9m
Networks in Networks and 1x1 Convolutions
Video
・
6m
Clarifications about Upcoming Inception Network Motivation Video
Reading
・
1m
Inception Network Motivation
Video
・
10m
Inception Network
Video
・
8m
MobileNet
Video
・
16m
MobileNet Architecture
Video
・
8m
EfficientNet
Video
・
3m
Practical Advice for Using ConvNets
Lecture Notes (Optional)
Quiz
Programming Assignments
Module 3: Object Detection
Detection Algorithms
Lecture Notes (Optional)
Quiz
Programming Assignments
Module 4: Special Applications: Face recognition & Neural Style Transfer
Face Recognition
Neural Style Transfer
Lecture Notes (Optional)
Quiz
End of access to Lab Notebooks
Programming Assignments
References & Acknowledgments
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Deep Learning Specialization
Intermediate
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Topics
Computer Vision
Deep Learning
NLP
Supervised Learning
Transformers
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DeepLearning.AI
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