Illinois Tech
Introduction to Data Science Techniques Specialization
Illinois Tech

Introduction to Data Science Techniques Specialization

Foundations of Data Science Techniques. Learn essential data science techniques for analyzing and interpreting data.

Ming-Long Lam
Shahrzad (Sarah) Jamshidi
Jawahar Panchal

Instructors: Ming-Long Lam

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Intermediate level

Recommended experience

6 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Build toward a degree
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

6 months to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Build toward a degree

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Specialization - 3 course series

Introduction to Time Series

Course 151 hours

What you'll learn

Skills you'll gain

Category: Exploratory Data Analysis
Category: Data Manipulation
Category: Time Series Analysis And Forecasting
Category: Forecasting
Category: Regression Analysis
Category: Statistical Reporting
Category: Statistical Modeling
Category: Statistical Hypothesis Testing
Category: Statistical Software
Category: Statistical Analysis
Category: Statistical Methods
Category: R Programming

Statistical Learning

Course 2114 hours

What you'll learn

Skills you'll gain

Category: Data Analysis
Category: Supervised Learning
Category: Regression Analysis
Category: Classification And Regression Tree (CART)
Category: Machine Learning
Category: Unsupervised Learning
Category: Data Science
Category: Predictive Modeling
Category: Feature Engineering
Category: Statistical Inference
Category: Statistical Machine Learning
Category: Statistical Analysis
Category: Statistical Programming
Category: Statistical Methods

What you'll learn

  • 1. Apply appropriate techniques for generating insights from data.

    2. Present actionable solutions with confidence to the business stakeholders.

Skills you'll gain

Category: Data Analysis
Category: Scikit Learn (Machine Learning Library)
Category: Data Manipulation
Category: Data Mining
Category: Regression Analysis
Category: Classification And Regression Tree (CART)
Category: Machine Learning
Category: Unsupervised Learning
Category: Decision Tree Learning
Category: Data Cleansing
Category: Analytics
Category: Data Presentation
Category: Exploratory Data Analysis
Category: Data Science
Category: Feature Engineering
Category: Statistical Modeling
Category: Applied Machine Learning
Category: Data Visualization
Category: Statistical Analysis
Category: Machine Learning Algorithms
Category: Python Programming

Instructors

Ming-Long Lam
Illinois Tech
1 Course1,281 learners

Offered by

Illinois Tech

Build toward a degree

This Specialization is part of the following degree program(s) offered by Illinois Tech. If you are admitted and enroll, your completed coursework may count toward your degree learning and your progress can transfer with you.¹

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