Price:
$1,795.00
Days:
3
Virtual
The Python for Data Science course teaches the fundamentals of Python for data analysis and visualization. Participants will work with key libraries like Pandas, NumPy, Matplotlib, and Seaborn to clean, transform, and analyze data. They will create interactive visualizations to communicate insights effectively and apply their skills through hands-on projects using Jupyter Notebook and real-world datasets.
To be successful in this course, learners should have the level of knowledge and experience gained from Introduction to Python
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.
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