# Homework 5 > National Tsing Hua University > Fall 2022 11110IPT 5530 > Deep Learning in Biomedical Optical Imaging ###### tags: `homework` `NTHU` :::info - **Deadline:** ⚠️2022.11.15 00:00 - **Name:** Xu, Wei-lun - **Student ID:** 108003809 ::: [ToC] ## 1. Convolutional Neural Networks: Step by Step ### Exercise 1 - zero_pad (9pt) ![](https://i.imgur.com/IdDeuw0.png) ![](https://i.imgur.com/BCLHOIm.png) ![](https://i.imgur.com/Wk23i9Q.png) ### Exercise 2 - conv_single_step ![](https://i.imgur.com/aLChq3z.png) ![](https://i.imgur.com/g3Lc8xD.png) ### Exercise 3 - conv_forward (9pt) ![](https://i.imgur.com/9Z31UFR.png) ![](https://i.imgur.com/k7KGzDv.png) ![](https://i.imgur.com/0wygLFO.png) ### Exercise 4 - pool_forward (9pt) ![](https://i.imgur.com/HBHjYXJ.png) ![](https://i.imgur.com/lR9xtEl.png) ### Exercise 5 - conv_backward (9pt) ![](https://i.imgur.com/bb2R06C.png) ![](https://i.imgur.com/XHpo4tL.png) ![](https://i.imgur.com/Ca4Qw1z.png) ![](https://i.imgur.com/SK7OKX2.png) ### Exercise 6 - create_mask_from_window (9pt) ![](https://i.imgur.com/MPrjzvH.png) ![](https://i.imgur.com/gtOs2th.png) ### Exercise 7 - distribute_value (9pt) ![](https://i.imgur.com/Ucy6ef9.png) ![](https://i.imgur.com/pN2oYy9.png) ### Exercise 8 - pool_backward (9pt) ![](https://i.imgur.com/U5Yz9nj.png) ![](https://i.imgur.com/6tskAqS.png) ![](https://i.imgur.com/uOFCBgb.png) ![](https://i.imgur.com/VqSlE7e.png) ![](https://i.imgur.com/yGnjSx7.png) ![](https://i.imgur.com/stJDzQP.png) ## 2. Residual Networks ### Exercise 1 - identity_block (9pt) ![](https://i.imgur.com/YXenk5e.png) ![](https://i.imgur.com/mPIPoH4.png) ![](https://i.imgur.com/1PXjWL2.png) ### Exercise 2 - convolutional_block ![](https://i.imgur.com/2yz3YdM.png) ![](https://i.imgur.com/SsUNL6d.png) ![](https://i.imgur.com/EyqPZIH.png) ### Exercise 3 - ResNet50 (10pt) ![](https://i.imgur.com/X3PgKAf.png) ![](https://i.imgur.com/1IGSnij.png) ![](https://i.imgur.com/o0gCmCA.png)