Forecasting Models & Time Series Analysis for Business in R
This course will teach you how to predict the future using Forecasting Models and Time Series Analysis in R. You will learn the intuition behind the models without focusing too much on the math, and gain a thorough understanding of the most impactful forecasting model techniques. You will also apply what you learn immediately with exercises and challenges, and code together line by line with the instructor. Join this course and learn how to predict the future! ▼
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Course Feature
Cost:
Paid
Provider:
Udemy
Certificate:
Paid Certification
Language:
English
Start Date:
2023-07-03
Course Overview
❗The content presented here is sourced directly from Udemy platform. For comprehensive course details, including enrollment information, simply click on the 'Go to class' link on our website.
Updated in [July 25th, 2023]
This online course provides an introduction to Forecasting Models and Time Series Analysis in R. It is designed to help students understand the intuition behind time series models and how to apply them in the business world. The course covers the most impactful forecasting model techniques, including Holt-Winters, Sarimax, Facebook Prophet, Neural Networks AutoRegression, and an Ensemble approach. Each technique is explained using words, graphs, and metaphors, with minimal math and Greek alphabet.
The course also provides exercises to apply what is learned immediately. Solutions are coded together line by line, with challenges ranging from predicting the interest in Churrasco (Brazilian BBQ) to the Wikipedia visitors of Udemy. By the end of the course, students will have the knowledge and skills to predict the future.
Course Syllabus
Introduction
Introduction to Forecasting
Seasonal Decomposition
Exponential Smoothing and Holt-Winters
Forecasting Product
ARIMA, SARIMA, and SARIMAX
Facebook Prophet
Facebook Prophet - Parameter Tuning
Neural Networks AutoRegression - Deep Learning
Neural Networks AutoRegression and Deep Learning - Parameter Tuning
Ensemble
EXTRA CONTENT: Time Series Visualization
Bonus Section
Course Provider
Provider Udemy's Stats at AZClass
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