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Course Outline
Python Data Structures and Operations
- Integers and floats
- Strings and bytes
- Tuples and lists
- Dictionaries and ordered dictionaries
- Sets and frozen sets
Object-Oriented Programming with Python
- Inheritance
- Polymorphism
- Static classes
- Static functions
- Decorators
Data Analysis with Pandas
- Data frames (pandas)
- Data cleaning
- Utilizing vectorized data in pandas
- Data wrangling
- Sorting and filtering data
- Aggregate operations
- Analyzing time series
Data Visualization
- Generating plots with matplotlib
- Accessing matplotlib from within pandas
- Creating high-quality visualizations
Vectorizing Data in Numpy
- Constructing Numpy arrays
Python for the Web
- Web processing packages
- Web crawling techniques
- HTML and XML parsing
- Automated web form submission
Requirements
- Programming experience ranging from beginner to intermediate levels.
- Understanding of mathematics and statistics.
- Familiarity with database concepts.
7 Hours
Testimonials (2)
Hands-on exercises related to content really helps to understand more about each topic. Also, style of start class with lecture and continue with hands-on exercise is good and helpful to relate with the lecture that presented earlier.
Nazeera Mohamad - Ministry of Science, Technology and Innovation
Course - Introduction to Data Science and AI using Python
Examples/exercices perfectly adapted to our domain