Time Series Analysis and Forecasting using Python

Learn the concepts of Time Series Analysis and Forecasting

Last updated 12/2023
14 Hours
72 Lectures
English

Created by Dr. Satyajit Pattnaik, Learn the concepts of Time Series Analysis and Forecasting

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Description

In this comprehensive Time Series Analysis and Forecasting course, you'll learn everything you need to confidently analyze time series data and make accurate predictions. Through a combination of theory and practical examples, in just 14-15 hours, you'll develop a strong foundation in time series concepts and gain hands-on experience with various models and techniques.

This course includes:

  • Understanding Time Series: Explore the fundamental concepts of time series analysis, including the different components of time series, such as trend, seasonality, and noise.
  • Decomposition Techniques: Learn how to decompose time series data into its individual components to better understand its underlying patterns and trends.
  • Autoregressive (AR) Models: Dive into autoregressive models and discover how they capture the relationship between an observation and a certain number of lagged observations.
  • Moving Average (MA) Models: Explore moving average models and understand how they can effectively smooth out noise and reveal hidden patterns in time series data.
  • ARIMA Models: Master the widely used ARIMA models, which combine the concepts of autoregressive and moving average models to handle both trend and seasonality in time series data.
  • Facebook Prophet: Get hands-on experience with Facebook Prophet, a powerful open-source time series forecasting tool, and learn how to leverage its capabilities to make accurate predictions.
  • Real-World Projects: Apply your knowledge and skills to three real-world projects, where you'll tackle various time series analysis and forecasting problems, gaining valuable experience and confidence along the way.

By the end of this course, you'll have a solid understanding of time series analysis and forecasting, as well as the ability to apply different models and techniques to solve real-world problems. Join us now and unlock the power of time series data to make informed predictions and drive business decisions. Enroll today and start your journey toward becoming a time series expert!

Course Content

10 sections • 72 lectures
This course includes:
  • 14 Hours of on-demand video
  • Full Lifetime Access
  • Access on mobile and TV
  • Assignments
  • Certificate of completion
Instructor
Dr. Satyajit Pattnaik Lead Data Consultant, PALO IT
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Sibasish Mishra