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146 changes: 146 additions & 0 deletions README-ishvim.md
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# Ishvi Mathai - Technical Profile

## 👋 About Me

I'm a Computer Science student at Stanford University pursuing both a B.S. in Computer Science and M.S. in Management Science and Engineering. I'm passionate about using technology to create meaningful impact, particularly in education and AI applications.

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## 💻 Technical Skills

### Programming Languages

- Python (Pandas, Matplotlib, scikit-learn, TensorFlow, PyTorch)
- C++
- Java
- Kotlin
- SQL

### Areas of Expertise

- Machine Learning & Deep Learning
- Reinforcement Learning
- Computer Vision
- Data Science & Visualization
- Full-Stack Development
- VR/XR Development (Unity, Blender)

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## 🚀 Professional Experience

### **Google - SWE Intern, Search Notifications** (Summer 2025)

- Migrated LLM-generated search notifications to Google's Search-wide LLM orchestration platform
- Upgraded from Gemini v1 to v2.5 Pro with improved grounding and safety capabilities
- Designed and implemented preprocessors and postprocessors in Kotlin
- Achieved **+20% coverage** and **+8% sends** through live experimentation

### **Google - STEP Intern, Privacy Serving SRE** (Summer 2024)

- Optimized Zanzibar's efficiency by **46.7%** while maintaining millisecond-level SLOs
- Created critical performance metric visualizations using internal monitoring tools
- Collaborated with SREs, SWEs, and Technical Leads on technical risk assessment

### **Chotuu Ki Education (Non-profit)** - SWE Intern (Summer 2023)

- Developed an educational Android app using Kotlin and SQL
- Created 150+ Canva screens for gamified learning experiences
- Served underprivileged students in Hyderabad, India
- Presented at Stanford Undergraduate Research and Public Service Symposium

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## 🔬 Research & Projects

### **Machine Learning Projects**

#### [RL on Quarto: Dense Reward Environments](https://github.com/ishvi-m)

_April - June 2025_

- Evaluated PPO agent performance comparing sparse vs. dense reward environments
- Implemented strategic move rewards and poor move penalties
- Explored self-training techniques in reinforcement learning

#### [Transfer Learning for Fish Detection](https://github.com/ishvi-m)

_April - June 2024_

- Compared pretrained YOLOv7, transfer learning models, and from-scratch training
- Evaluated performance on Ozfish dataset for underwater fish detection
- Explored optimal data requirements for transfer learning

#### [Parkinson's Disease Classification from EEG](https://github.com/ishvi-m)

_September - December 2024_

- Achieved **71.4% accuracy** classifying Parkinson's from EEG signals
- Utilized k-NN and logistic regression for feature extraction
- Applied signal processing techniques to medical data

### **Software Development Projects**

#### **Storytelling Educational Generative AI App**

_September 2024 - February 2025_

- Conducted generative AI research with Stanford's Piech Lab
- Focused on boosting English speaking skills engagement
- Developed for non-profit educational purposes

#### **Space Escape Room (VR)**

_September - December 2023_

- Built immersive VR experience with 3+ scenes
- Integrated 100+ Unity Assets and custom Blender models
- Implemented XR Interactables for enhanced user interaction

### **Research**

#### **SF Unified School District Zoning Policy Research**

_with Prof. Irene Lo | October 2024 - June 2025_

- Creating data visualizations for school assignment simulations
- Analyzing different zoning policies and their impacts
- Supporting evidence-based policy recommendations

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## 🎓 Leadership & Teaching

### **Teaching Assistant - Computer Science**

_September 2025 - Present_

- Leading weekly sections for introductory CS classes
- Providing office hour support and grading assignments
- Mentoring students in their programming journey

### **Women in Computer Science (WiCS) - Industry Events Lead**

_September 2024 - June 2025_

- Organizing events connecting women in tech with industry professionals
- Facilitating exploration of career opportunities and company cultures
- Building community and networking opportunities

### **Stanford Club Swimming - President**

_September 2023 - June 2024_

- Led weekly board meetings for 100+ members
- Organized competitions and social events
- Directed team practices and fostered team culture

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## 📫 Let's Connect!

- 🔗 [LinkedIn](https://www.linkedin.com/in/ishvimathai)
- 🐙 [GitHub](https://github.com/ishvi-m)
- 📧 ishvim@stanford.edu

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