All Courses
Introduction to Analytics Modeling
edX
Course
Advanced
Free to Audit
Certificate

Introduction to Analytics Modeling

The Georgia Institute of Technology

Learn essential analytics models and methods and how to appropriately apply them, using tools such as R, to retrieve desired insights.

9 hrs/week16 weeksEnglish86,377 enrolled
Free to Audit

About this Course

Analytical models are key to understanding data, generating predictions, and making business decisions. Without models it’s nearly impossible to gain insights from data. In modeling, it’s essential to understand how to choose the right data sets, algorithms, techniques and formats to solve a particular business problem. In this course, part of the Analytics: Essential Tools and Methods MicroMasters program, you’ll gain an intuitive understanding of fundamental models and methods of analytics and practice how to implement them using common industry tools like R. You’ll learn about analytics modeling and how to choose the right approach from among the wide range of options in your toolbox. You will learn how to use statistical models and machine learning as well as models for: classification; clustering; change detection; data smoothing; validation; prediction; optimization; experimentation; decision making. 3b:T250a

What You'll Learn

  • Fundamental analytics models and methods
  • How to use analytics software, including R, to implement various types of models
  • Understanding of when to apply specific analytics models

Prerequisites

  • Probability and statistics
  • Basic programming proficiency
  • Linear algebra
  • Basic calculus

Instructors

J

Joel Sokol

Professor and Director of the Master of Science in Analytics Program (On campus and Online)

Topics

Algorithms
Machine Learning
Statistical Modeling
R (Programming Language)
Forecasting

Course Info

PlatformedX
LevelAdvanced
PacingUnknown
CertificateAvailable
PriceFree to Audit

Skills

الخوارزميات
تعلّم الآلة
النمذجة الإحصائية
لغة R البرمجية
التنبؤ

Start Learning Now