Machine Learning for Time-Series with Python: Forecast, predict and detect anomalies with state-of-the-art machine learning

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Machine Learning for Time-Series with Python: Forecast, predict and detect anomalies with state-of-the-art machine learning
English | 2021 | ISBN: ‎ 1801819629 | 371 pages | True (PDF EPUB) | 29.43 MB

Key Features

Explore popular and modern machine learning methods including the latest online and deep learning algorithms
Learn to increase the accuracy of your predictions by matching the right model with the right problem
Master time-series via real-world case studies on operations management, digital marketing, finance, and healthcare

Book Description

Machine learning has emerged as a powerful tool to understand hidden complexities in time-series datasets, which frequently need to be analyzed in areas as diverse as healthcare, economics, digital marketing, and social sciences. These datasets are essential for forecasting and predicting outcomes or for detecting anomalies to support informed decision making.

This book covers Python basics for time-series and builds your understanding of traditional autoregressive models as well as modern non-parametric models. You will become confident with loading time-series datasets from any source, deep learning models like recurrent neural networks and causal convolutional network models, and gradient boosting with feature engineering.

Machine Learning for Time-Series with Python explains the theory behind several useful models and guides you in matching the right model to the right problem. The book also includes real-world case studies covering weather, traffic, biking, and stock market data.

By the end of this book, you will be proficient in effectively analyzing time-series datasets with machine learning principles.
What you will learn

What is the Filename:Machine Learning for Time-Series with Python: Forecast, predict and detect anomalies with state-of-the-art machine learning
The File is created by:Amazon
License:Public Domain
Edition:Digital edition
Original cover:Yes
Last revision:2021
Some Other details: N/A

Download Link: Machine Learning for Time-Series with Python: Forecast, predict and detect anomalies with state-of-the-art machine learning

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