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Analyzing Time Series and Sequential Data

Analyzing Time Series and Sequential Data

Using SAS Visual Forecasting and other SAS tools, you will learn to explore time series, create and select features, build and manage a large-scale forecasting system, and use a variety of models to identify, estimate and forecast signal components of interest.

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  • الإنجليزية
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The Econometrics of Time Series Data

The Econometrics of Time Series Data

In this course, you will look at models and approaches that are designed to deal with challenges raised by time series data. The discussion covers the motivation for the use of particular models and the description of the characteristics of time series data, with a special attention raised to the potential memory. You will: – Discuss time series models, that refer to data that have been collected over a period on one or more variables for the same individual.

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  • 31 ساعات
  • الإنجليزية
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Machine Learning for Accounting with Python

Machine Learning for Accounting with Python

This course, Machine Learning for Accounting with Python, introduces machine learning algorithms (models) and their applications in accounting problems. It covers classification, regression, clustering, text analysis, time series analysis. It also discusses model evaluation and model optimization. This course provides an entry point for students to be able to apply proper machine learning models on business related datasets with Python to solve various problems. Accounting Data Analytics with Python is a prerequisite for this course.

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  • 64 ساعات
  • الإنجليزية
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Judgmental Business Forecasting in Excel

Judgmental Business Forecasting in Excel

In this course, we extend your business forecasting expertise from the first two courses of our Business Forecasting Specialisation on Time Series Models and Regression Models. We will explore the role of judgmental forecasting, when more quantitative forecasting methods have limitations, and we need to generate further business insights. We will be exploring some structured methodologies to create judgmental business forecasts using Business Indicators, Subjective Assessment Methods, and Exploratory Methods.

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  • 10 ساعات
  • الإنجليزية
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Compare time series predictions of COVID-19 deaths

Compare time series predictions of COVID-19 deaths

By the end of this project, you will learn how to perform the entire time series analysis workflow for the daily COVID-19 deaths. This workflow includes the following steps: how to examine time series data, prepare the data for analysis, train different models and test their performance, and finally use the models to forecast into the future. You will learn how to visualize data using the matplotlib library, extract features from a time series data set, and perform data splitting and normalization. You will create time series analysis models using the python programming language.

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  • 2 ساعات
  • الإنجليزية
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Creating Features for Time Series Data

Creating Features for Time Series Data

This course focuses on data exploration, feature creation, and feature selection for time sequences. The topics discussed include binning, smoothing, transformations, and data set operations for time series, spectral analysis, singular spectrum analysis, distance measures, and motif analysis. In this course you learn to perform motif analysis and implement analyses in the spectral or frequency domain.

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  • 8 ساعات
  • الإنجليزية
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Policy Analysis Using Interrupted Time Series

Policy Analysis Using Interrupted Time Series

A comprehensive course on conducting and presenting policy evaluations using interrupted time series analysis.

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  • الإنجليزية
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Analyzing the Universe

Analyzing the Universe

Using publicly available data from NASA of actual satellite observations of astronomical x-ray sources, we explore some of the mysteries of the cosmos, including neutron stars, black holes, quasars and supernovae. We will analyze energy spectra and time series data to understand how these incredible objects work.

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  • 22 ساعات
  • الإنجليزية
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  • AED 170.99 + VAT
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Sequences, Time Series and Prediction

Sequences, Time Series and Prediction

If you are a software developer who wants to build scalable AI-powered algorithms, you need to understand how to use the tools to build them. This Specialization will teach you best practices for using TensorFlow, a popular open-source framework for machine learning. In this fourth course, you will learn how to build time series models in TensorFlow. You’ll first implement best practices to prepare time series data. You’ll also explore how RNNs and 1D ConvNets can be used for prediction.

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  • 23 ساعات
  • الإنجليزية
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  • AED 170.99 + VAT
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Applied AI with DeepLearning

Applied AI with DeepLearning

>>> By enrolling in this course you agree to the End User License Agreement as set out in the FAQ. Once enrolled you can access the license in the Resources area

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  • 25 ساعات
  • الإنجليزية
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  • AED 274.99 + VAT
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