iSchool Capstone

2019

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Tracking Global Corneal Transplant Performance

SightLife’s mission is to end corneal blindness by 2040. Millions of people around the world currently struggle to live with corneal blindness. It's a treatable condition with a clear solution: a corneal transplant. Our project is to design a system to simplify data entry and analysis for SightLife and their 32 partners so SightLife can better assist the partners in making decisions regarding cornea donations and cornea transplants. We are harnessing the power of a cloud based solution, using Azure to host our database, and PowerBI to ultimately improve data entry efficiency and allowing users to have flexible data analytics.
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Understanding the Teacher Identity Development of an Undergraduate Data Science Practitioner Turned Educator

How to teach data science effectively is still largely unknown, as is the experience of educators in this field. Many data science instructors transition from practitioner roles, and understanding their experience during this transition may inform us of ways to support these individuals. To study this, I transitioned from data science practitioner to educator and tracked the experience with journal entries. The study found that I encountered many challenges, mainly surrounding issues of teaching in a higher education context, caring about others opinions, and difficulty distinguishing identity between peer, TA, or instructor.
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UWPData

16 crimes per day occur in Seattle. This is 115% higher than the national average. Working directly with The University of Washington’s Police Department, our mission is to increase the sense of safety on campus by keeping University Residents informed of nearby crimes in real-time. The core of our project is to amplify the accessibility of UWPD’s crime data for technical users through a public API, and for non-technical users through a public visualization dashboard. Through these tools, residents will be empowered to make better decisions surround their safety.

2018

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A Strategic Dashboard for the Virginia Beach Public Library

The Virginia Beach Public Library compiles its key data into a single spreadsheet that is then used to create strategic planning documents. This spreadsheet contains a compilation of data from the various branches and is subdivided into strategic planning categories. The Virginia Beach Public Library staff recently acquired a new business intelligence tool and requested that I try to make their data live rather than static. This would reduce time and effort in creating their periodic reports to the city of Virginia Beach. My efforts with led to the creation of a dashboard accessible via the web and mobile devices.
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Adticipate

Successful marketing strategies can be expensive and elusive for startups running on limited personnel and budget. Mistargeted ad campaigns often result in failure, wasting time and resources. Adticipate offers startups a marketing workflow and Facebook ad campaign algorithm combined with machine learning that guarantees predictable results with minimal effort.
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Broadband Data for Communities and States - Analyze and Visualize

Disparities in Internet access among residents of the whole nation have been a serious problem in the States for decades. Unfortunately, even though there is public broadband data available, it’s hard to make sense of it. This project focuses on utilizing millions of records of broadband and census data to better serve communities across the United State. We created two new measurements for broadband deployment performance and built interactive dashboards and infographics to visualize the huge volume of data. Want to explore the broadband data in your area? Find out at https://fayechu.github.io/NTIA_Data_Visualization/frontend/index.html
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Classification of Advertising Network Traffic

Our capstone project aims at applying advanced machine learning techniques to identify advertisement traffic from the cellular network traffic. The idea behind classifying advertising traffic is relevant in today’s business era where digital marketing has become the predominant medium to increase outreach and connect directly with customers. Our team developed a novel approach to label & predict this advertisement traffic (accuracy ~97%), thereby paving the way for further research into identifying and blocking malicious/spam advertisements. The relevant activities we performed included getting data from network captures, data pre-processing, feature extraction, ad-labeling, applying ML algorithms and evaluating model performance.
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Classifying Images Using Computer Vision

The digitization of art images has created new opportunities for artists, researchers, and students to explore visual arts. However, many digital art libraries are difficult to navigate. This is because they lack metadata to describe their images, which makes finding images based on their content hard. We applied computer vision techniques to a dataset of art images to create an art recommendation system.
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Data For Criminal Justice

The Prosecuting Attorney’s Office prosecutes all felonies in King County. Their decisions are based on experience but minimal statistics. With increased complexity in crimes and rising need to analyze data from multiple law enforcement agencies, we collaborated with their Firearms Violence department and developed an infrastructure to analyze criminal data. The prosecutors got a better understanding of the trends across key metrics. Now, they can analyze bullet casings to link different incidents, extract an individual’s historical criminal involvement and work with law enforcement agencies to increase referral rate, thereby, improving the sponsor's overall data literacy.
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DataBot

Do you love your work, but have this roadblock called “SQL” you don’t have the time to learn? Our product, DataBot, seamlessly bridges the gap between business and technology, so that you can focus on scaling new heights. DataBot leverages Machine Learning to transform natural language into SQL and presents actionable information. This empowers consultants to retrieve data on the fly, and eliminates ad hoc requests to analysts. DataBot harnesses the power of the cloud to ensure zero downtime. Slack integration ensures it can be easily deployed in an office environment. Embrace yourselves for the next disruptive technology revolution!