# Homework 5 > National Tsing Hua University > Fall 2022 11110IPT 5530 > Deep Learning in Biomedical Optical Imaging ###### tags: `homework` `NTHU` :::info - **Deadline:** ⚠️2022.11.14 23:59 - **Name:** 楊長育 - **Student ID:** 110001601 ::: [ToC] ## 1. Convolutional Neural Networks: Step by Step ### Exercise 1 - zero_pad (9pt) ![](https://i.imgur.com/fJTKhkr.png) ![](https://i.imgur.com/PuQEGQk.png) ![](https://i.imgur.com/b7EoPVA.png) ### Exercise 2 - conv_single_step (9pt) ![](https://i.imgur.com/o8FSIhX.png) ### Exercise 3 - conv_forward (9pt) ![](https://i.imgur.com/3u13NRd.png) ![](https://i.imgur.com/Xr8BHsS.png) ### Exercise 4 - pool_forward (9pt) ![](https://i.imgur.com/e6yR0LN.png) ![](https://i.imgur.com/2jeuzxa.png) ![](https://i.imgur.com/OjuzPyg.png) ![](https://i.imgur.com/CWKVcJP.png) ### Exercise 5 - conv_backward (9pt) ![](https://i.imgur.com/bGoXGfJ.png) ![](https://i.imgur.com/qBSgYDG.png) ![](https://i.imgur.com/u2Ajy2s.png) ### Exercise 6 - create_mask_from_window (9pt) ![](https://i.imgur.com/1t3K6FM.png) ![](https://i.imgur.com/K0gPsaP.png) ### Exercise 7 - distribute_value (9pt) ![](https://i.imgur.com/2muzlaW.png) ![](https://i.imgur.com/a9M90fx.png) ### Exercise 8 - pool_backward (9pt) ![](https://i.imgur.com/WW79F69.png) ![](https://i.imgur.com/5QKA1QE.png) ![](https://i.imgur.com/KT8TgTE.png) --- ## 2. Residual Networks ### Exercise 1 - identity_block (9pt) ![](https://i.imgur.com/m8ennlb.png) ![](https://i.imgur.com/PXZHqD1.png) ### Exercise 2 - convolutional_block (9pt) ![](https://i.imgur.com/DCL1TkB.png) ![](https://i.imgur.com/CcoWWDm.png) ![](https://i.imgur.com/B7iwi4M.png) ### Exercise 3 - ResNet50 (10pt) ![](https://i.imgur.com/EmwhOub.png) ![](https://i.imgur.com/kcEsLuG.png) ![](https://i.imgur.com/iiGMAHg.png) ![](https://i.imgur.com/oNNKWiL.png) ![](https://i.imgur.com/JzfMrzj.png) ![](https://i.imgur.com/KW2U5aH.png) ![](https://i.imgur.com/RT0W9ji.png)