summary of convolutional neural networks

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

${1_{st}}$ 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

$2_{nd}$ 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

$3_{rd}$ 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

$4_{th}$ 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

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