{"product_id":"9781484259917","title":"Hands-on Time Series Analysis with Python: From Basics to Bleeding Edge Techniques","description":"\u003ch1\u003eHands-on Time Series Analysis with Python: From Basics to Bleeding Edge Techniques\u003c\/h1\u003e \u003ch2\u003eVishwas, B V; PATEL, ASHISH\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cdiv\u003eLearn 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.\u003c\/div\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\u003cdiv\u003eYou'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. \u003cbr\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\u003cdiv\u003eThe 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 \u003ci\u003eHands-On Time Series Analysis with Python\u003c\/i\u003e, you'll be able to apply these new techniques in industries, such as oil and gas, robotics, manufacturing, government, banking, retail, healthcare, and more. \u003c\/div\u003e\u003cdiv\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cb\u003eWhat You'll Learn:\u003c\/b\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003cp\u003e·  Explains basics to advanced concepts of time series\u003c\/p\u003e\n\n\u003cp\u003e·  How to design, develop, train, and validate time-series methodologies\u003c\/p\u003e\n\n\u003cp\u003e·  What are smoothing, ARMA, ARIMA, SARIMA,SRIMAX, VAR, VARMA techniques in time series and how to optimally tune parameters to yield best results\u003c\/p\u003e\n\n\u003cp\u003e·  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.\u003c\/p\u003e\n\n\u003cp\u003e·  Univariate and multivariate problem solving using fbprophet. \u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003c\/div\u003e\u003cdiv\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e\u003c\/div\u003e\u003cdiv\u003eData scientists, data analysts, financial analysts, and stock market researchers\u003c\/div\u003e\u003cdiv\u003e\n\u003cdiv\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\u003c\/div\u003e\n\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e\n\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Apress\u003c\/p\u003e \u003cp\u003ePublication Date: 2020-08-25\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9781484259917\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4842-5992-4\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 407\u003c\/p\u003e ","brand":"Apress","offers":[{"title":"Default Title","offer_id":47529763569804,"sku":"9781484259917","price":49.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781484259917.jpg?v=1776044798","url":"https:\/\/lateknightbooks.com\/products\/9781484259917","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}