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Ajay Valecha's Projects

economic-performance-of-south-asian-countries icon economic-performance-of-south-asian-countries

Socio-economic indicators for different countries are present on different website for agencies like World Health Organization and World Bank. As the data is in different formats, we created a program that will compare and analyze performance of ten socio-economic indicators like GDP per capita, infant mortality etc., for ten South Asian Countries for ten years.

effect-of-on-screen-timer-on-reading-comprehension icon effect-of-on-screen-timer-on-reading-comprehension

Understanding the effect of a visible on-screen timer on reading compression in the context of timed assessments. Our experiment is designed to test if there is a causal relationship between the presence of a visible timer on the screen and student performance on reading comprehension.

network-intrusion-detection-system icon network-intrusion-detection-system

We developed a Network Intrusion Detection System for XYZ Bank. After discovering unusual activity on the Bank’s networking system, many other such instances of anomalous network activity were found which have resulted in significant sums of money being siphoned from bank accounts of the customers. Using a synopsis of logged network activities (containing benign network sessions as well as intrusions), we built and trained a model with high accuracy intrusion detection.

optimization-model-using-python icon optimization-model-using-python

With our focus on Allegheny County, we aim to build a model to help choose Point-of-Dispense (POD) sites which reach all residents in the county in case of a public health emergency. Two models based on a deterministic approach will be created for the same aim with varying objectives: first, minimizing total distance from all census tracts to their assigned PODs, and second, minimize the maximum distance between any census tract and its assigned POD. Further, both models will be run in two scenarios: first, when PODs could be run on full capacity, and second, when PODs cannot be run on full capacity due to special measures such as social distancing.

sentiment-analysis-of-luxury-beauty-products-using-amazon-customer-reviews icon sentiment-analysis-of-luxury-beauty-products-using-amazon-customer-reviews

In the real world situation, businesses don’t have access to the sentiment label of the reviews provided by the customers. Through this project, we would like to explore different ways of unsupervised sentiment analysis for luxury beauty products sold on Amazon and find insights for the features that work for the brand.

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