https://youtube.com/playlist?list=PLkDaE6sCZn6Gl29AoE31iwdVwSG-KnDzF
Convolutional Neural Networks (Course 4 of the Deep Learning Specialization)
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https://www.coursera.org/learn/convolutional-neural-networks?specialization=deep-learning
[DeepLearning.AI] Convolutional Neural Networks (Course 4)
Contents
Week1 Foundations of Convolutional Neural Networks
- C4W1L01 Computer Vision
- C4W1L02 Edge Detection Examples
- C4W1L03 More Edge Detection
- C4W1L04 Padding
- C4W1L05 Strided Convolutions
- C4W1L06 Convolutions Over Volumes
- C4W1L07 One Layer of a Convolutional Net
- C4W1L08 Simple Convolutional Network Example
- C4W1L09 Pooling Layers
- C4W1L10 CNN Example
- C4W1L11 Why Convolutions
Week2 Deep Convolutional Models: Case Studies
- C4W2L01 Why look at case studies?
- C4W2L02 Classic Network
- C4W2L03 Resnets
- C4W2L04 Why ResNets Work
- C4W2L05 Network In Network
- C4W2L06 Inception Network Motivation
- C4W2L07 Inception Network
- C4W2L08 Using Open Source Implementation
- C4W2L09 Transfer Learning
- C4W2L10 Data Augmentation
- C4W2L11 State of Computer Vision
Week3 Object Detection
- C4W3L01 Object Localization
- C4W3L02 Landmark Detection
- C4W3L03 Object Detection
- C4W3L04 Convolutional Implementation Sliding Windows
- C4W3L06 Intersection Over Union
- C4W3L07 Nonmax Suppression
- C4W3L08 Anchor Boxes
- C4W3L09 YOLO Algorithm
- C4W3L10 Region Proposals
Week4 Special Applications: Face recognition & Neural Style Transfer
- C4W4L01 What is face recognition
- C4W4L02 One Shot Learning
- C4W4L03 Siamese Network
- C4W4L04 Triplet loss
- C4W4L05 Face Verification
- C4W4L06 What is neural style transfer?
- C4W4L07 What are deep CNs learning?
- C4W4L08 Cost Function
- C4W4L09 Content Cost Function
- C4W4L10 Style Cost Function
- C4W4L11 1D and 3D Generalizations
ref.
심층 학습
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https://github.com/amanchadha/coursera-deep-learning-specialization
GitHub - amanchadha/coursera-deep-learning-specialization: Notes, programming assignments and quizzes from all courses within th
Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep N...
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