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Course 4الكورس 4 · DL Specialization

Convolutional Neural Networks

Foundations of Convolutional Neural Networks · Deep Convolutional Models: Case Studies · Object Detection · Special Applications: Face Recognition & Neural Style Transfer.

4 weeksأسابيع50 lecturesمحاضرة177 figures and slidesرسمة وسلايد4 slide decksعروض تقديمية
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Course outlineمحتوى الكورس4

2
Week 2الأسبوع 2

Deep Convolutional Models: Case Studies

Not startedلسه~39 min · 21 lessons21 درسPPTX · 2.6 MB
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Slides of Deep Convolutional Models: Case Studies
View the 14 lecturesشوف الـ 14 محاضرة
  1. Why look at case studies?
  2. Classic Networks
  3. ResNets
  4. Why ResNets Work?
  5. Networks in Networks and 1x1 Convolutions
  6. Inception Network Motivation
  7. Inception Network
  8. MobileNet
  9. MobileNet Architecture
  10. EfficientNet
  11. Using Open-Source Implementation
  12. Transfer Learning
  13. Data Augmentation
  14. State of Computer Vision
3
Week 3الأسبوع 3

Object Detection

Not startedلسه~77 min · 22 lessons22 درسPPTX · 21.5 MB
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Slides of Object Detection
View the 14 lecturesشوف الـ 14 محاضرة
  1. Object Localization
  2. Landmark Detection
  3. Object Detection
  4. Convolutional Implementation of Sliding Windows
  5. Bounding Box Predictions
  6. Intersection Over Union
  7. Non-max Suppression
  8. Anchor Boxes
  9. YOLO Algorithm
  10. Region Proposals (Optional)
  11. Semantic Segmentation with U-Net
  12. Transpose Convolutions
  13. U-Net Architecture Intuition
  14. U-Net Architecture