NVIDIA Nemotron Model Reasoning Challenge
Advancing reasoning methods with open NVIDIA Nemotron models on a novel benchmark for general knowledge and deep learning evaluation.
KaggleHello, I'm
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Computer science master's student at Rice University building AI, data, and accessibility systems across hackathons, research projects, and open-source work.
Academic background and coursework
Rice University — Houston, Texas
Specialization: Machine Learning & Data Science
University of Houston — Houston, Texas
Tools and methods I use across AI products, Kaggle research, accessibility systems, and full-stack prototypes
Milestones, awards, and recognitions
Accumulated nine or more hackathon wins across national and international competitions — spanning AI, accessibility, cloud computing, and data science domains.
2023–PresentProfile-linked counts refresh when the public page allows it; otherwise these pinned values stay visible.
Won the Vibe Code with Gemini 2.0 Flash competition hosted by Google DeepMind in AI Studio on Kaggle — building a creative AI-powered application with Gemini's multimodal capabilities.
2025Placed Fifth at the 2024 Google Cloud Next hackathon — building a cloud-native solution leveraging GCP's AI and infrastructure services among hundreds of global teams.
2024Reached Kaggle Master tier — top 1% globally across 12M+ users. Competed in ML/data science challenges spanning NLP, computer vision, and tabular data.
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Achieved Guardian rank — contest peak rating 2332, top 0.46% globally. Consistent high performance in weekly and biweekly coding contests.
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Earned Candidate Master title on Codeforces with a peak rating of 1968 — placing in the top competitive programmers on the platform worldwide.
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Won First Place in the Expert Track (sponsored by OpenStax) at the 2026 Rice University Datathon — applying advanced ML techniques to an open-ended research problem.
2026Won First Prize in the General Track at UT Austin's Hook 'Em Hacks 2026 with Be My Voice, an assistive AI communication system for stroke and ALS patients that restores clear, expressive speech.
2026Things I've built — from hackathon experiments to research tools
Google Cloud hackathon project using BigQuery AI to analyze returns and refunds data, surface operational patterns, and turn business questions into faster insights.
Browser extension and web app that makes online classrooms more accessible, providing real-time accommodations and support tools for students with disabilities.
An educational tool that uses generative AI to reconstruct historical sites from archaeological data, letting students walk through them and talk with NPCs about daily life.
Data science research applying machine learning models to predict solar flare events from NASA datasets, with feature engineering and classification experiments on astrophysics data.
Kaggle competition research, ordered with active work first, then completed challenges from earliest to latest.
Advancing reasoning methods with open NVIDIA Nemotron models on a novel benchmark for general knowledge and deep learning evaluation.
KaggleDesigning compact neural networks for ARC-AGI style image transformations, with emphasis on optimization and efficient model behavior.
KaggleBuilding approaches for novel reasoning tasks where models must infer patterns from small examples rather than memorized data.
KaggleExplored market prediction workflows for Japanese equities using tabular financial data and time-aware feature engineering.
KaggleWorked with video-based sports data to identify plays from match footage and connect temporal signals with structured outcomes.
KaggleContributed research writing on the state of machine learning and deep learning systems across the 2023 AI landscape.
KaggleModeled short-horizon stock movements from high-volume tabular market data using feature engineering and validation design.
KaggleDeveloped NLP approaches for detecting and removing personally identifiable information from educational text data.
KaggleInvestigated prompt reconstruction for transformed text, combining language modeling intuition with NLP evaluation constraints.
KaggleResearched LLM-based mathematical reasoning with synthetic data generation, chain-of-thought prompting, and fine-tuning workflows.
KaggleExplored abstraction and reasoning tasks that test generalization from small examples rather than standard large-data training.
KaggleBuilt and tuned Gemma model variants around language and culture-specific communication tasks.
KaggleDeveloped resource-aware chess agents, balancing strategy quality with strict efficiency constraints.
KaggleBuilt AI solutions with BigQuery across multimodal, tabular, and text data for applied cloud analytics workflows.
KaggleWhere I've applied my skills
Hackathon Projects & Open Source
Built and shipped multiple full-stack applications and research prototypes across AI, accessibility, and robotics domains. Competed in Hacklytics, Opportunity Hack, and other national hackathons.
University of Houston — COSC Dept.
Applied computer science fundamentals through research-oriented coursework in data science, operating systems, and software engineering, tackling real-world datasets and systems design challenges.
Let's build something meaningful together
I'm open to research collaborations, engineering roles, and interesting projects. Whether you have an opportunity in mind or just want to connect — reach out!
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