University of California, Irvine
Data Science Fundamentals Specialization
University of California, Irvine

Data Science Fundamentals Specialization

Gain an overview of data science fundamentals.

Julie Pai

Instructor: Julie Pai

Sponsored by BIDAcademy

6,204 already enrolled

Get in-depth knowledge of a subject
4.3

(146 reviews)

Beginner level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.3

(146 reviews)

Beginner level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace

See how employees at top companies are mastering in-demand skills

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Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from University of California, Irvine
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Specialization - 4 course series

Intro to Analytic Thinking, Data Science, and Data Mining

Course 17 hours4.2 (144 ratings)

What you'll learn

  • The knowledge and skills needed to work in the data science profession

  • How data science is used to solve business problems

  • The benefits of using the cross-industry standard process for data mining (CRISP-DM)

Skills you'll gain

Category: Business Analytics
Category: Analytics
Category: Data Analysis
Category: Data Science
Category: Advanced Analytics
Category: Business Intelligence
Category: Data Mining
Category: Information Management
Category: Data Processing
Category: Extract, Transform, Load
Category: Data Management
Category: Data Engineering
Category: Big Data
Category: Data Strategy
Category: Data Governance
Category: Data Ethics

What you'll learn

  • The application of predictive modeling to professional and academic work

  • Applications of classification analysis: decision trees

  • Applications of regression analysis (linear and logistic)

Skills you'll gain

Category: Statistical Modeling
Category: Classification And Regression Tree (CART)
Category: Predictive Analytics
Category: Data Analysis
Category: Statistics
Category: Predictive Modeling
Category: Data Science
Category: Regression Analysis
Category: Statistical Machine Learning
Category: Statistical Methods
Category: Applied Machine Learning
Category: Mathematical Modeling
Category: Analytics
Category: Probability & Statistics
Category: Supervised Learning
Category: Statistical Analysis
Category: Machine Learning
Category: Machine Learning Algorithms
Category: Advanced Analytics
Category: Business Analytics

What you'll learn

  • Cluster analysis and segmentation

  • Collaborative filtering and market basket analysis

  • Applications of classification- and regression-type prediction models

Skills you'll gain

Category: Applied Machine Learning
Category: Data Analysis
Category: Regression Analysis
Category: Customer Analysis
Category: Predictive Analytics
Category: Statistical Analysis
Category: Customer Insights
Category: Analytics
Category: Market Analysis
Category: Machine Learning
Category: Statistical Modeling
Category: Predictive Modeling
Category: Unsupervised Learning
Category: Statistical Machine Learning
Category: Anomaly Detection
Category: Advanced Analytics
Category: Machine Learning Methods
Category: Business Analytics
Category: Machine Learning Algorithms
Category: Data Mining

Natural Language Processing and Capstone Assignment

Course 44 hours4.4 (37 ratings)

What you'll learn

  • Applications of natural language processing

  • Basics of social media analytics

  • Future trends and possibilities in data science

Skills you'll gain

Category: Natural Language Processing
Category: Data Mining
Category: Data Science
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Computer Science
Category: Business Analytics
Category: Advanced Analytics
Category: Text Mining
Category: Unstructured Data
Category: Data Analysis
Category: Social Media
Category: Analytics

Instructor

Julie Pai
5 Courses16,048 learners

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