Time Series

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Applying Data Analytics in Finance (Coursera)

This course introduces an overview of financial analytics. You will learn why, when, and how to apply financial analytics in real-world situations. You will explore techniques to analyze time series data and how to evaluate the risk-reward trade off expounded in modern portfolio theory. While most of the focus [...]

Modeling Time Series and Sequential Data (Coursera)

May 30th 2022
Modeling Time Series and Sequential Data (Coursera)
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In this course you learn to build, refine, extrapolate, and, in some cases, interpret models designed for a single, sequential series. There are three modeling approaches presented. The traditional, Box-Jenkins approach for modeling time series is covered in the first part of the course. This presentation moves students from [...]

Creating Features for Time Series Data (Coursera)

May 30th 2022
Creating Features for Time Series Data (Coursera)
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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.

The Econometrics of Time Series Data (Coursera)

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 [...]

Statistics for Machine Learning for Investment Professionals (Coursera)

May 30th 2022
Statistics for Machine Learning for Investment Professionals (Coursera)
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One of the biggest changes in the past decade is the rapid adoption of machine learning, AI, and big data in investment decision making. This course introduces learners with knowledge of the investment industry to foundational statistical concepts underpinning machine learning as well as advanced AI techniques. This course [...]

Specialized Models: Time Series and Survival Analysis (Coursera)

May 30th 2022
Specialized Models: Time Series and Survival Analysis (Coursera)
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This course introduces you to additional topics in Machine Learning that complement essential tasks, including forecasting and analyzing censored data. You will learn how to find analyze data with a time component and censored data that needs outcome inference. You will learn a few techniques for Time Series Analysis [...]
May 30th 2022
Course Auditing
32.00 EUR/month

Bayesian Statistics: Time Series Analysis (Coursera)

This course for practicing and aspiring data scientists and statisticians. It is the fourth of a four-course sequence introducing the fundamentals of Bayesian statistics. It builds on the course Bayesian Statistics: From Concept to Data Analysis, Techniques and Models, and Mixture models.

Demand Forecasting Using Time Series (Coursera)

May 23rd 2022
Demand Forecasting Using Time Series (Coursera)
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This course is the second in a specialization for Machine Learning for Supply Chain Fundamentals. In this course, we explore all aspects of time series, especially for demand prediction. We'll start by gaining a foothold in the basic concepts surrounding time series, including stationarity, trend (drift), cyclicality, and seasonality. [...]
May 23rd 2022
Course Auditing
33.00 EUR/month

Capstone Project: Predicting Safety Stock (Coursera)

May 23rd 2022
Capstone Project: Predicting Safety Stock (Coursera)
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In this course, we'll make predictions on product usage and calculate optimal safety stock storage. We'll start with a time series of shoe sales across multiple stores on three different continents. To begin, we'll look for unique insights and other interesting things we can find in the data by [...]
May 23rd 2022
Course Auditing
33.00 EUR/month

Excel Time Series Models for Business Forecasting (Coursera)

May 23rd 2022
Excel Time Series Models for Business Forecasting (Coursera)
Course Auditing
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This course explores different time series business forecasting methods. The course covers a variety of business forecasting methods for different types of components present in time series data — level, trending, and seasonal. We will learn about the theoretical methods and apply these methods to business data using Microsoft [...]