PirateBay Download | atwan t time series analysis python cookbook practical recipes 2ed 2026

atwan t time series analysis python cookbook practical recipes 2ed 2026

Type:: E-books
Files:: 2
Size:: 732.9 MB
Uploaded On:: March 21, 2026, 9:09 a.m.
Added By:: andryold1
Seeders:: 0
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Info Hash:: 5C095F9B7E3AFF20B08B38F291561B38E69B8471

Textbook in PDF format To use time series data to your advantage, you need to master data preparation, analysis, and forecasting. This fully refreshed second edition helps you unlock insights from time series data with new chapters on probabilistic models, signal processing techniques, and new content on transformers. You’ll work with the latest releases of popular libraries like Pandas, Polars, Sktime, stats models, stats forecast, Darts, and Prophet through up-to-date examples. You'll hit the ground running by ingesting time series data from various sources and formats and learn strategies for handling missing data, dealing with time zones and custom business days, and detecting anomalies using intuitive statistical methods. Through detailed instructions, you'll explore forecasting using classical statistical models such as Holt-Winters, SARIMA, and VAR, and learn practical techniques for handling non-stationary data using power transforms, ACF and PACF plots, and decomposing time series data with seasonal patterns. The recipes then level up to cover more advanced topics such as building ML and DL models using TensorFlow and PyTorch and applying probabilistic modeling techniques. In this part, you’ll also be able to evaluate, compare, and optimize models, finishing with a strong command of wrangling data with Python

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Atwan T. Time Series Analysis with Python Cookbook. Practical recipes...2ed 2026.pdf 165.4 MB
Code.zip 567.4 MB

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atwan t time series analysis python cookbook practical recipes 2ed 2026

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