forked from CinderZhang/DataAnalytics
-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathweek3.html
48 lines (42 loc) · 2.83 KB
/
week3.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
<html>
<head>
<meta charset="UTF-8">
<meta http-equiv="X-UA-Compatible" content="IE=edge">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Week 3: Advanced Data Handling</title>
<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/css/bootstrap.min.css">
</head>
<body>
<h1>Week 3: Advanced Data Handling</h1>
<h2>Topics Covered:</h2>
<ul>
<li>Advanced Numpy Techniques</li>
<li>Pandas for Financial Data Analysis</li>
<li>Matrix Operations in Python</li>
</ul>
<h2>Detailed Content and Resources:</h2>
<ul>
<li><b>Advanced Numpy Techniques</b>: Multi-dimensional arrays, efficient operations, and statistical analysis. Practical examples: <a href="https://www.geeksforgeeks.org/python-programming-language/?ref=ghm#python-numpy">Numpy Tutorial</a>. Interactive Notebook: <a href="https://github.com/yhilpisch/py4fi2nd/blob/master/code/ch04/04_numpy.ipynb">Numpy Techniques Notebook</a>.</li>
<li><b>Pandas for Financial Data Analysis</b>: DataFrame and Series objects, data importing/exporting, cleaning, and time-series data handling. Comprehensive guide: <a href="https://www.geeksforgeeks.org/pandas-tutorial/">Pandas Tutorial</a>. Interactive Notebook: <a href="https://github.com/yhilpisch/py4fi2nd/blob/master/code/ch05/05_pandas.ipynb">Pandas Techniques Notebook</a>.</li>
<li><b>Matrix Operations in Python</b>: Basics of matrix arithmetic, matrix transformations, and solving linear equations. Numpy for linear algebra: <a href="https://numpy.org/doc/stable/reference/routines.linalg.html">Linear Algebra in Numpy</a>. Additional Matrix Operations: <a href="https://www.geeksforgeeks.org/numpy-linear-algebra/">More Examples</a>.</li>
</ul>
<h2>Exercises for Students:</h2>
<ul>
<li>Continue to Review the concepts with ChatGPT: Bayes' Theorem; and Random Walk.</li>
<li><b>Solving a Linear Equation System with Numpy</b>: Use Numpy to solve a set of linear equations.</li>
<li><b>Calculate CAPM Beta with Pandas and Numpy</b>: Utilize Pandas to process financial data and Numpy to compute the CAPM Beta of stocks.</li>
</ul>
</div>
<div style="text-align: center; margin-top: 20px;">
<a href="week2.html">← Previous Week</a>
|
<a href="week4.html">Next Week →</a>
</div>
<!-- Add the Back to Home button at the bottom as well -->
<div class="back-to-home">
<a href="index.html">← Back to Home</a>
</div>
<script src="https://ajax.googleapis.com/ajax/libs/jquery/3.5.1/jquery.min.js"></script>
<script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.4.1/js/bootstrap.min.js"></script>
</body>
</html>