Price:
$1,795.00
Days:
3
Virtual
Participants will develop a strong foundation in Python by learning core concepts such as syntax, data types, control flow, and key data structures. They will apply Python to real-world use cases, including automation, web scraping, GUI development, and game design, allowing them to build a portfolio of practical projects. The course also covers advanced Python features such as object-oriented programming (OOP), decorators, generators, and modules, enabling students to write more efficient and scalable code. Additionally, they will gain hands-on experience with industry-standard tools, including Jupyter Notebooks, Python libraries, and integrated development environments (IDEs), to write, debug, and deploy Python applications professionally.
Overview of Python and its role in data science
Setting up Python environments (Anaconda, Jupyter Notebooks)
Writing and running Python scripts
Introduction to Jupyter Notebooks
Markdown and code cells
Running, saving, and sharing notebooks
Understanding arrays and their advantages
Creating and manipulating NumPy arrays
Mathematical operations and broadcasting
Understanding Series and DataFrames
Importing and exploring datasets
Filtering, sorting, and transforming data
Reading and writing Excel files
Working with CSV files
Connecting and querying SQL databases
Transforming structured and unstructured data
Importing datasets from APIs and web sources
Altering specific data using custom functions
Handling missing data – filling, dropping, and imputing values
Aggregating data using group operations
Creating fully customizable plots
Implementing custom figures and axis
Adding labels, legends, and annotations
Creating scatter plots
Generating distribution plots
Visualizing summary statistics with box plots
Data analysis case studies
End-to-end data science project
Best practices for working with large datasets
Support Diversity, Equity, and Inclusion with Every Purchase.
Great Horizons is a North Carolina Certified HUB Vendor and WOSB. By becoming a patron of our organization, you are not only supporting a historically underutilized business, but a woman-owned small business as well.