Hands-on Time Series Analysis With Python : From Basics to Bleeding Edge Tech...

Description: Hands-on Time Series Analysis With Python : From Basics to Bleeding Edge Techniques, Paperback by Vishwas, B. V.; Patel, Ashish, ISBN 1484259912, ISBN-13 9781484259917, Like New Used, Free shipping in the US

Learn the concepts of time series from traditional to bleeding-edge techniques. This book uses comprehensive examples to clearly illustrate statistical approaches and methods of analyzing time series data and its utilization in the real world. All the code is available in Jupyter nots.

Youll begin by reviewing time series fundamentals, the structure of time series data, pre-processing, and how to craft the features through data wrangling. Next, youll look at traditional time series techniques like ARMA, SARIMAX, VAR, and VARMA using trending framework like StatsModels and pmdarima.

Th also explains building classification models using sktime, and covers advanced deep learning-based techniques like ANN, CNN, RNN, LSTM, GRU and Autoencoder to solve time series problem using Tensorflow. It concludes by explaining the popular framework fbprophet for modeling time series analysis. After reading Hands -On Time Series Analysis with Python, youll be able to apply these new techniques in industries, such as oil and gas, robotics, manufacturing, government, banking, retail, healthcare, and more.

What Youll Learn:

Explains basics to advanced concepts of time series

How to design, develop, train, and validate time-series methodologies

What are smoothing, ARMA, ARIMA, SARIMA,SRIMAX, VAR, VARMA techniques in time series and how to optimally tune parameters to yield best results

Learn how to leverage bleeding-edge techniques such as ANN, CNN, RNN, LSTM, GRU, Autoencoder to solve both Univariate and multivariate problems by using two types of data preparation methods for time series.

Univariate and multivariate problem solving using fbprophet.

Who This Book Is For

Data scientists, data analysts, financial analysts, and stock market researchers

Price: 46.91 USD

Location: Jessup, Maryland

End Time: 2024-11-25T15:31:10.000Z

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