Tag: #machinelearning

Posted ahamedabdullahPosted in NewsNews

“Decoding Insights: How Data Analytics is Shaping the Future”

Data analytics has emerged as a transformative force in the digital age, enabling individuals and organizations to extract actionable insights from vast volumes of raw data. This article explores the profound impact of data analytics across various industries, from healthcare and finance to retail and education, highlighting its role in enhancing decision-making, efficiency, and innovation. By leveraging advanced techniques such as machine learning, predictive modeling, and visualization, analytics not only solves complex problems but also uncovers patterns that drive progress. However, as the field evolves, it raises significant ethical challenges related to privacy, bias, and accountability. This abstract emphasizes the critical balance between innovation and responsibility, underscoring the limitless potential of data analytics to shape a smarter, more informed future.

Posted sv-stefanov Mentors: amjad-ey, kunal8 CommentsPosted in Datathon 2020 Solutions, Datathons SolutionsDatathon 2020 Solutions, Datathons Solutions

Predicting weather disruption of public transport

The purpose of the project was to build a model that tries to predict potential delays in Dubai’s bus transportation schedule, based on the weather conditions. Additional Extreme Gradient Boosting model was built, which is based on the weather conditions by 5 hours ago, which slightly improved the prediction of a few outliers, although this came at the cost of reducing the prediction accuracy for non-outliers. The overall prediction power was unfortunately unimpressive and could potentially be improved by analyzing the bus transportation data at an hourly level, by including additional data, such as global weather forecasts and traffic estimates, but also by exploring more feature engineering options, for example – seasonality, business activity, hourly segments and outlying flags.