Python for Time Series Data Analysis
About Course
Free Python for Time Series Data Analysis Course – Udemy
This comprehensive Python for Time Series Data Analysis course, completely free on Theetay, is your ultimate guide to harnessing the power of Python for forecasting. Learn from experts and master the art of predicting future data points using time series analysis techniques.
This course begins with the fundamentals, guiding you through data manipulation and visualization using NumPy and Pandas libraries. You’ll delve into working with time-stamped data, exploring the intricacies of Pandas for effective time series analysis.
Next, you’ll uncover the capabilities of the statsmodels library, mastering its built-in Time Series Analysis Tools. Understand Error-Trend-Seasonality decomposition and the essential Holt-Winters methods for insightful analysis.
At the heart of the course, you’ll dive into general forecasting models. Master the art of creating AutoCorrelation and Partial AutoCorrelation charts and leverage them alongside robust ARIMA-based models. Explore Seasonal ARIMA models and SARIMAX to incorporate Exogenous data points for enhanced predictions.
The course goes beyond traditional methods, introducing you to cutting-edge Deep Learning techniques with Recurrent Neural Networks. Discover how deep learning can revolutionize your time series forecasting capabilities.
Finally, you’ll explore Facebook’s Prophet library, a user-friendly yet powerful Python library designed for forecasting time series data into the future.
This free course, available on Theetay, is your gateway to unlocking the potential of your time series data and making accurate predictions. Enroll today and embark on your journey to mastering time series analysis with Python!
This course is from Udemy, a leading platform for online learning. Theetay offers a curated collection of free courses from top platforms like Udemy, Udacity, Coursera, MasterClass, NearPeer, and more. Explore our library and start learning for free today!
Course Content
Introduction
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A Message from the Professor
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– Course Overview PLEASE DO NOT SKIP THIS LECTURE
06:47 -
– Course Curriculum Overview
04:08 -
Course Material Download Link
00:00
Course Set Up and Install
NumPy
Pandas Overview
Data Visualization with Pandas
Time Series with Pandas
Time Series Analysis with Statsmodels
General Forecasting Models
Deep Learning for Time Series Forecasting
Facebooks Prophet Library
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