Decision Making

Real-life Applications of Contextual Bandits

As the world moves towards greater automation, the need for intelligent algorithms to facilitate decision-making processes is becoming increasingly crucial. In this regard, contextual bandits have emerged as a powerful tool for addressing adaptive learning and decision-making challenges in various real-world applications. This blog post will delve into the theoretical underpinnings of contextual bandits, elucidating …

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Understanding Multivariate Probabilistic Time Series Forecasting with Informer

Time series forecasting has long been regarded as a critical component in myriad fields, ranging from finance and economics to environmental science and engineering. Accurate predictions of future observations enable businesses, researchers, and policymakers to make informed decisions, optimize resource allocation, and mitigate potential risks. However, real-world time series data often exhibit complex patterns and …

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Using Multivariate Time Series Forecasting with Transformers in Finance

In today’s fast-paced financial world, businesses require accurate and timely financial forecasting to make informed decisions. Multivariate time series forecasting has become a popular technique in finance to predict future values of multiple variables simultaneously. It is a statistical method that models the behavior of several interdependent variables over time, considering the historical data of …

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The Top 10 Data Science Use Cases Transforming Industries Today

Data science is revolutionizing the way businesses operate, making decision-making more data-driven and efficient. With the ability to process and analyze large amounts of data, data science has the potential to solve complex problems and improve operations across a range of industries. Here are the top 10 data science use cases transforming industries today. Predictive …

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