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Hands-on Time Series Analysis with Python: From Basics to Bleeding Edge Techniques book cover by B V Vishwas, ASHISH PATEL
Paperback

Hands-on Time Series Analysis with Python: From Basics to Bleeding Edge Techniques

by B V Vishwas and ASHISH PATEL

$38.49 / copy at 25+ copies As low as $34.09 at 1,000+Your best volume price

Paperback · 407 pages Apress · 2020

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About the book

Hands-on Time Series Analysis with Python

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 notebooks.

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

The book 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, you'll be able to apply these new techniques in industries, such as oil and gas, robotics, manufacturing, government, banking, retail, healthcare, and more. 

What You'll 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




The book, Hands-on Time Series Analysis with Python: From Basics to Bleeding Edge Techniques [Bulk, Wholesale, Quantity] ISBN#9781484259917 in Paperback by B V Vishwas, ASHISH PATEL may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Apress
Authors
B V Vishwas, ASHISH PATEL
Format
Paperback
Published
Aug 25, 2020
ISBN-13
9781484259917
Pages
407
Printing
Printed on demand
Buying for a group

Hands-on Time Series Analysis with Python in bulk: pricing

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CopiesPrice per copyYou save
25 – 99 $38.49 30% off list
100 – 249 $37.39 32% off list
250 – 499 $36.29 34% off list
500 – 999 $35.19 36% off list
1,000+ $34.09 38% off list
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