University of Pennsylvania
How to Use Data Specialization
University of Pennsylvania

How to Use Data Specialization

Analyze Data, Build Models, and Present Insights. Transform data into actionable insights through data analysis, predictive modeling, data visualization, and communication of results.

Brandon Krakowsky

Instructor: Brandon Krakowsky

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Beginner level

Recommended experience

2 months
at 8 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Beginner level

Recommended experience

2 months
at 8 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Master the process of data wrangling, including data storage, access, and manipulation using SQL.

  • Perform exploratory data analysis (EDA) using Python, focusing on data inspection, cleaning, visualization, and summarization.

  • Apply predictive analytics techniques to make data-driven predictions using Python.

  • Create compelling data visualizations with Tableau for decision-making and storytelling.

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Taught in English
Recently updated!

February 2025

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Specialization - 3 course series

What you'll learn

  • Classifying and analyzing data.

  • Executing SQL queries to work with data.

  • Using Python and pandas library to manipulate and explore data.

Skills you'll gain

Category: Python (Programming Language)
Category: Data Visualization
Category: Matplotlib
Category: Seaborn
Category: Data Classification
Category: Exploratory Data Analysis
Category: Pandas (Python Package)

What you'll learn

  • Implement data preprocessing and model training procedures for regression.

  • Interpret feature importance in decision trees and random forests.

  • Explain the difference between supervised and unsupervised learning.

Skills you'll gain

Category: Predictive Analytics
Category: Logistic Regression
Category: Decision Tree Learning
Category: Python (Programming Language)
Category: Random Forest Algorithm

What you'll learn

  • Explore and interpret data through various visualization techniques, identifying trends, outliers, and patterns.

  • Create interactive and informative visualizations that enable data-driven decision-making and storytelling.

  • Analyze engaging and persuasive data presentations that captivate and inform stakeholders.

Skills you'll gain

Category: Data Visualization
Category: Tableau (Business Intelligence Software)
Category: Data Presentation
Category: Data Classification
Category: Data Storytelling
Category: Data Analysis

Instructor

Brandon Krakowsky
University of Pennsylvania
10 Courses146,002 learners

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