eBook- Machine Learning for Time Series Forecasting with Python

  • ISBN: 9789354641305
  • 224 pages

Available Exclusively as an eBook | Part of the AI eBook Collection | Only for Institutional Purchase | Publication Year: 2021

Description

Machine Learning for Time Series Forecasting with Python by Francesca Lazzeri is a comprehensive guide that applies machine learning principles to time series modeling, crucial for decision-making in finance, marketing, education, and healthcare. It covers fundamental concepts, data preparation, model evaluation, and neural networks, offering practical strategies and real-world examples for beginners and professionals.

About the Author

Francesca Lazzeri is a data scientist and machine learning scientist at Microsoft, specializing in machine learning, artificial intelligence, and applied econometrics.

Table of Contents

Chapter 1 Overview of Time Series Forecasting

Chapter 2 How to Design an End-to-End Time Series Forecasting Solution on the Cloud

Chapter 3 Time Series Data Preparation

Chapter 4 Introduction to Autoregressive and Automated Methods for Time Series Forecasting

Chapter 5 Introduction to Neural Networks for Time Series Forecasting

Chapter 6 Model Deployment for Time Series Forecasting

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