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farhadsaff's Projects

arabiansnight icon arabiansnight

I collaborated with the University of Maryland department of digital humanities to discover the origins of Arabian nights. I used Neural networks to investigate word similarities.

avalonia icon avalonia

Develop Desktop, Embedded, Mobile and WebAssembly apps with C# and XAML. The most popular .NET Foundation community project.

capstone_tdi_mbti icon capstone_tdi_mbti

In this project, I predicted a person's personality type by analyzing their social media post. I made a book recommendation website by analyzing the personality type of Goodreads.com reviewers. I used TF/IDF and logistic regression and advanced to Neural networks and gradient boosting algorithms. I am currently working on using BERT for vectorization.

tdi_milestone_project icon tdi_milestone_project

In this project, I made a Flask app in which you can input a stock ticker and see the trend which was pulled from an API. This was a part of the admission to the data incubator (TDI).

volcano icon volcano

In my master’s study, I independently developed a creative function learning algorithm to summarize the experimental data. I intuitively created a simple formula which could accurately present more than 1GB of velocity data and make predictions for the missing experimental conditions. The formula was the result of more than 200 linear regressions that were later used in the numerical simulations to predict the collapse of the volcanic column. The regression formula encompassed the entrained velocity data as a function of the overpressure ratio, the axial location from the jet, and the density ratio. Researchers have cited the published work more than 18 times. Following link will direct you the publication in which the regression algorithm is detailed in the appendix: https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2011JB008862 It also includes the data set for the entrainment ratio with respect to overpressure ratio and axial location from the jet. I will ultimately predict the collapse or rise of the volcanic eruption.

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