Sadaf Shireen
From no research experience to IEEE published, accepted to Brown, Johns Hopkins, and UT Austin with $128K in scholarships
Where Sadaf Started
Her Background
- • Rising senior interested in AI and technology
- • Strong academics but no research differentiator
- • Wanted to stand out in college applications
- • No prior research experience
- • No publications or conference presentations
Her Goals
- • Get into a top university
- • Build a standout application with real research
- • Publish a paper before college applications
- • Develop AI and machine learning skills
- • Earn merit scholarships
Summer before senior year
Joined YRI Fellowship with an interest in AI but no research experience. Paired with a PhD mentor from our team.
10 weeks later
Completed original research on neural network optimization for real-time classification systems. Paper accepted at IEEE conference.
Application season
Accepted to Brown, Johns Hopkins, UT Austin ($128K scholarship). The IEEE publication was the centerpiece of her application.
The Research
Working with YRI mentors, Sadaf went from having no research background to conducting original AI research. Her mentor guided her through every step: identifying a research gap, designing experiments, building models, writing the manuscript, and navigating peer review.
Neural Network Optimization for Real-Time Classification Systems
Real-time classification systems struggle with latency and accuracy trade-offs
Novel neural network optimization techniques for faster inference without sacrificing accuracy
Accepted and published at IEEE conference
First-author publication as a high school student, centerpiece of college applications
What YRI Provided
The Outcome
Brown University
Johns Hopkins University
UT Austin ($128K)
Having a real publication changed everything. Admissions officers could see I wasn't just talking about research — I had actually done it. The IEEE paper was the centerpiece of every application I submitted. Without YRI, I wouldn't have had that.
No research experience, no publications, generic extracurriculars
IEEE published, accepted to Brown, Johns Hopkins, UT Austin with $128K in scholarships
The Bigger Picture
From zero research experience to IEEE published
Merit scholarship to UT Austin
Top university acceptances including Ivy League
Ready to Start Your Research Journey?
Join the YRI Fellowship and work with expert mentors to conduct original research, get published, and build a profile that gets you into top universities.
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