# Homework 2 > National Tsing Hua University > Fall 2022 11110IPT 5530 > Deep Learning in Biomedical Optical Imaging ###### tags: `homework` `NTHU` :::info - **Deadline:** ⚠️2022.10.2 23:59 - **Name:** 楊長育 - **Student ID:** 110001601 ::: [ToC] ## 1. Planar data classification with one hidden layer ### Exercise 1 ![](https://i.imgur.com/cmstngE.png) ### Exercise 2 - layer_sizes ![](https://i.imgur.com/r5nhKXe.png) ![](https://i.imgur.com/cxQuye6.png) ### Exercise 3 - initialize_parameters ![](https://i.imgur.com/UZ6P4c4.png) ![](https://i.imgur.com/CG4XYPv.png) ### Exercise 4 - forward_propagation ![](https://i.imgur.com/8H2ShvD.png) ![](https://i.imgur.com/mcDf90E.png) ### Exercise 5 - compute_cost ![](https://i.imgur.com/juxOqUa.png) ![](https://i.imgur.com/VIB8VPa.png) ### Exercise 6 - backward_propagation ![](https://i.imgur.com/Joj1QdO.png) ![](https://i.imgur.com/cC6oLha.png) ![](https://i.imgur.com/9S6CoNB.png) ### Exercise 7 - update_parameters ![](https://i.imgur.com/WW7mto3.png) ![](https://i.imgur.com/20Z75Gh.png) ![](https://i.imgur.com/2QxQg4l.png) ### Exercise 8 - nn_model ![](https://i.imgur.com/K1R214H.png) ![](https://i.imgur.com/rbHFmil.png) ### Exercise 9 - predict ![](https://i.imgur.com/RAsTHeh.png) ![](https://i.imgur.com/rWvPNB8.png) ![](https://i.imgur.com/AYCRpgm.png) ![](https://i.imgur.com/y9IhsXX.png) ![](https://i.imgur.com/gq33PgI.png) ![](https://i.imgur.com/6adEz3S.png) ## 2. Building your Deep Neural Network Step by Step ### Exercise 1 - initialize_parameters ![](https://i.imgur.com/MoTWdAk.png) ![](https://i.imgur.com/NGIZrNM.png) ### Exercise 2 - initialize_parameters_deep ![](https://i.imgur.com/G1KFeow.png) ![](https://i.imgur.com/AZEVZ4S.png) ### Exercise 3 - linear_forward ![](https://i.imgur.com/gwR6QGX.png) ### Exercise 4 - linear_activation_forward ![](https://i.imgur.com/Qy7W6qx.png) ![](https://i.imgur.com/wVEjCcC.png) ### Exercise 5 - L_model_forward ![](https://i.imgur.com/1XhNFgJ.png) ![](https://i.imgur.com/EnEUFhB.png) ### Exercise 6 - compute_cost ![](https://i.imgur.com/LFSwHBk.png) ![](https://i.imgur.com/H3PiKvw.png) ### Exercise 7 - linear_backward ![](https://i.imgur.com/sDXVwX7.png) ![](https://i.imgur.com/Yyg82Bm.png) ### Exercise 8 - linear_activation_backward ![](https://i.imgur.com/ExrjMHf.png) ![](https://i.imgur.com/qqY6lJY.png) ### Exercise 9 - L_model_backward ![](https://i.imgur.com/9xTXXg5.png) ![](https://i.imgur.com/zA4iDB1.png) ![](https://i.imgur.com/GtwYndE.png) ### Exercise 10 - update_parameters ![](https://i.imgur.com/hCVZI2N.png)