吴恩达《卷积神经网络》课程总结

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Note

This is my personal summary after studying the course, convolutional neural networks, which belongs to Deep Learning Specialization. and the copyright belongs to deeplearning.ai.

My personal notes

1st  week: 01_foundations-of-convolutional-neural-networks

• 01_computer-vision
• 02_edge-detection-example
• 03_more-edge-detection
• 04_padding
• 05_strided-convolutions
• 06_convolutions-over-volume
• 07_one-layer-of-a-convolutional-network
• 08_simple-convolutional-network-example
• 09_pooling-layers
• 10_cnn-example
• 11_why-convolutions

2nd  week: 02_deep-convolutional-models-case-studies

• 01_case-studies
  • 01_why-look-at-case-studies
  • 02_classic-networks
  • 03_resnets
  • 04_why-resnets-work
  • 05_networks-in-networks-and-1x1-convolutions
  • 06_inception-network-motivation
  • 07_inception-network
• 02_practical-advices-for-using-convnets
  • 01_using-open-source-implementation
  • 02_transfer-learning
  • 03_data-augmentation
  • 04_state-of-computer-vision

3rd  week: 03_object-detection

• 01_object-localization
• 02_landmark-detection
• 03_object-detection
• 04_convolutional-implementation-of-sliding-windows
• 05_bounding-box-predictions
• 06_intersection-over-union
• 07_non-max-suppression
• 08_anchor-boxes
• 09_yolo-algorithm
• 10_optional-region-proposals

4th  week: 04_special-applications-face-recognition-neural-style-transfer

• 01_face-recognition
  • 01_what-is-face-recognition
  • 02_one-shot-learning
  • 03_siamese-network
  • 04_triplet-loss
  • 05_face-verification-and-binary-classification
• 02_neural-style-transfer
  • 01_what-is-neural-style-transfer
  • 02_what-are-deep-convnets-learning
  • 03_cost-function
  • 04_content-cost-function
  • 05_style-cost-function
  • 06_1d-and-3d-generalizations

My personal programming assignments

1st week: Convolution model Step by Step
2nd week: Keras Tutorial Happy House, Residual Networks
3rd week: Autonomous driving - Car detection
4th  week: Deep Learning & Art Neural Style Transfer, Face Recognition for the Happy House