# Homework 1

> National Tsing Hua University
> Fall 2022 11110IPT 5530
> Deep Learning in Biomedical Optical Imaging

###### tags: `homework` `NTHU`

:::info
- **Deadline:** ⚠️2022.09.26 23:59
- **Name:** Xu, Wei-lun
- **Student ID:** 108003809
:::

[ToC]

## 1. Python Basics with Numpy

### Exercise 1

### Exercise 2 - basic_sigmoid

### Exercise 3 - sigmoid

### Exercise 4 - sigmoid_derivative

### Exercise 5 - image2vector

### Exercise 6 - normalize_rows

### Exercise 7 - softmax

### Exercise 8 - L1

### Exercise 9 - L2

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## 2. Logistic Regression with a Neural Network Mindset

### Exercise 1

### Exercise 2

### Exercise 3 - sigmoid

### Exercise 4 - initialize_with_zeros

### Exercise 5 - propagate

### Exercise 6 - optimize

### Exercise 7 - predict

### Exercise 8 - model