Data Processing Using Python

7 Videos

• 1 Introduction to Python
• 2 The First Python Program
• 3 Basics of Python Syntax
• 4 Data Types of Python
• 5 Basic Operations of Python
• 6 Functions, Modules and Packages of Python
• 1.1 Extension: Build a Python Environment

4 Readings

• 1.1 Walk into Python slides (2024)
• 1.1 References
• Something about Python type properties and variables management
• 1.1 Programming exercises(Not Graded)

1 Assignment

• Walk into Python quiz

1 Discussions

• the characteristic of recursive algorithm

9 Videos

• 1 Conditions
• 2 range
• 3 Loops
• 4 break, continue and else in Loops
• 5 Self-defined Functions
• 6 Recursion
• 7 Scope of Variable
• A1: Standard Library Functions
• A2: Exceptions

3 Readings

• (Standard Library Additions: Interesting)About the timedelta class in the datetime module
• 1.2 Multi-dimensional View of Python slides
• 1.2 Control structure & function exercises(9 questions)

• find out the 6-th Monisen number(3 points)

1 Assignment

• More About Python quiz

4 Videos

• 1 Local Data Acquisition
• 2 Network Data Retrieval
• 2.1 Extension: RE introduction
• 2.1 Extension: Dynamic web crawling example

3 Readings

• 2 Data Retrieval and Represent slides
• 2.1 Internet Data Retrival Programming exercise(Not Graded, update on Oct 17, 2020))
• 2.1 code snippets for reference only

1 Discussions

• KO Math Whiz

6 Videos

• 1 Sequence
• 2 String
• 3 List
• 4 Tuple
• 2.2 Extension: IO&functional programming
• 2.2 Extension: Mutable objects modify issue

2 Readings

• Sequence fuctions practice
• Sequences and Files Programming Exercise(8 questions)

1 Assignment

• Data Acquisition and Presentation quiz

4 Videos

• 1 Why Are Dictionaries Needed
• 2 Dictionary Use
• 3 Set
• 3.1 Extension: dict and set programming examples

5 Readings

• Data Structure Selection
• (Interesting)2 Examples of Effective Use of set and dict
• 3 Powerful Data Structure and Software Ecosystem slides
• 3.1 Programming exercise(Not Graded)
• 3.1 Classic dict programming(2 questions, update on Jan 16, 2022)

1 Discussions

• ufunc functions

5 Videos

• 1 Extension Library SciPy
• 2 ndarray
• 3 Series
• 4 DataFrame
• 3.2 Extension: Common numpy applications

2 Readings

• 3.2 Programming exercise for DataFrame(Not Graded)
• 3.2 Modify the DataFrames

1 Assignment

• Powerful Data Structures and Python Extension Libraries quiz

6 Videos

• 1 Convenient and Fast Data Acquisition
• 2 Fundamentals of Python Plotting
• 3 Data Clean of Data Exploration and Preprocessing
• 4 Data Transformation of Data Precessing
• 5 Data Reduction of Data Preproccessing
• Copy of 1 Convenient and Fast Data Acquisition

7 Readings

• 4.1 Data retrieval and preprocessing of Python Slides
• 4.1 References
• 4.1.1 code snippets for reference only
• 4.1.1 Webpage Source Code Files
• 4.1.3: Analyze test results using Box-plot
• Web API - TuShare and Data Analysis task
• 4.1 Titanic Data Set Acquisition

1 Assignment

• Data retrieval and preprocessing of Python quiz

7 Videos

• 1 Basic Data Characteristics Analysis of Data Exploration
• 2 Data Statistics and Analysis Based on pandas
• 3 Cluster Analysis
• 4 Aplications of Python into Science and Engineering Fields
• 5 Applications into Humanities and Social Sciences Fields
• 4.2 Extension: An Analysis of the Differences between Males and Females on Film Ratings
• 4.2 Extension: Classification of Red Wine Data Based on Random Forest Model

7 Readings

• 4.2 Data Statistics, Mining and Application Slides
• 4.2 code snippets for reference only
• 4.2.1 K-means algorithm an discussion on K value
• 4.2.1 Extension: Scikit-learn Machine Learning Basics
• 4.2.6 Project- —Linear Regression for Boston houses price prediction
• 4.2.6 Extension: Introduction to WAV audio processing
• 4.2.7 Learn More about NLTK

• Movies review programming exerciese(4 points)

1 Assignment

• Data Statistics, Mining and Application quiz

3 Videos

• 1 GUI and Object Orientation
• 2 Abstraction
• 3 Inheritance

3 Readings

• Object Orientation and Graphical User Interface Slides
• code snippets for reference(BMI calculation)
• Crazy players(1 program, Not Graded)

5 Videos

• 1 Basic Framework of GUI
• 2 Common Components of GUI
• 3 Layout Management
• 4 Other GUI Libraries
• 5 Comprehensive Applications

2 Readings

• 5.2 Comprehensive practice project
• 5 code snippets for reference only

1 Assignment

• Object Orientation and Graphical User Interface quiz

1 Assignment

• Examination