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# Andria X.

**Headline:** CS @ UC Berkeley
**Profession:** Student Researcher
**Location:** San Francisco Bay Area

## About

Andria X. is a computer science student at the University of California, Berkeley and a current Student Researcher at Berkeley Artificial Intelligence Research’s Robotics AI & Learning Lab, working with Qiyang Li under Professor Sergey Levine. Andria’s work centers on machine learning and robotics, with particular strengths in reinforcement learning, deep reinforcement learning, large-scale data processing, and moving machine learning models from development into production. At Aurora, Andria worked on motion planning for autonomous vehicles and behavioral machine learning, building domain experience in autonomous-vehicle trajectory evaluation and reward-model development. Andria has also applied advanced ML methods including classifier retraining, LoRA, and ensemble approaches, including work addressing messy, imbalanced, limited-data, and overfitting challenges. Alongside research and industry experience, Andria has taught at UC Berkeley’s College of Computing, Data Science, and Society as a Teaching Assistant for Computational Structures in Fall 2024 and Deep Neural Networks in Spring 2026. Andria brings hands-on experimentation and academic research together, can independently own cross-team projects while working with mentors, and has backend engineering experience from Gravity Platforms Inc.

## Services

- Reinforcement Learning
- Deep Reinforcement Learning
- Machine Learning
- Java
- Pandas \(Software\)
- Scikit-Learn
- NumPy
- PyTorch
- Computer Science Education
- Python \(Programming Language\)
- University Teaching

## Highlights

- Current Student Researcher at Berkeley Artificial Intelligence Research’s Robotics AI & Learning Lab, working with Qiyang Li under Professor Sergey Levine.
- Machine Learning Intern at Aurora, working on motion planning for autonomous vehicles and behavioral machine learning.
- Built domain experience in autonomous-vehicle trajectory evaluation and reward-model development.
- Applied advanced ML techniques including classifier retraining, LoRA, and ensemble methods.
- Addressed messy and imbalanced data through strong data-processing practices and classifier retraining.
- Worked on machine learning challenges involving limited data and overfitting.
- Experienced in taking ML models from development to production.
- Strongest areas include shipping models to production and working with large datasets.
- Independently owned cross-team machine learning projects while working with mentors.
- Teaching Assistant at UC Berkeley’s College of Computing, Data Science, and Society for Computational Structures in Fall 2024.
- Teaching Assistant at UC Berkeley’s College of Computing, Data Science, and Society for Deep Neural Networks in Spring 2026.
- Software Engineer Intern at Gravity Platforms Inc., focused on backend engineering.
- Pursuing a Bachelor’s degree in Computer Science at the University of California, Berkeley.
- Technical skills include reinforcement learning, deep reinforcement learning, machine learning, Java, Python, PyTorch, Pandas, Scikit-Learn, and NumPy.
- Experience includes computer science education and university teaching.

## Experience

- **Student Researcher at Berkeley Artificial Intelligence Research** (2025-01-01–present) — Robotics AI & Learning Lab \(w/ Qiyang Li\) PI: prof. Sergey Levine
- **Machine Learning Intern at Aurora** (2026-05-01–2026-08-01) — motion planning for autonomous vehicles behavioral machine learning
- **Teaching Assistant at UC Berkeley College of Computing, Data Science, and Society** (2024-08-01–2026-05-01) — Courses: Deep Neural Networks \(Spring 2026\), Computational Structures \(Fall 2024\)
- **Software Engineer Intern at Gravity Platforms Inc.** (2024-08-01–2024-12-01) — backend

## Education

- Bachelor's degree, Computer Science — University of California, Berkeley (2023-08-01–2027-05-01)
- Homestead High School (2019-08-01–2023-05-01)

## FAQ

### What does Andria do now?

Andria X. is a computer science student at the University of California, Berkeley. Andria is currently a Student Researcher at Berkeley Artificial Intelligence Research’s Robotics AI & Learning Lab, working with Qiyang Li under Professor Sergey Levine.

### What are Andria’s strongest skills?

Andria’s strongest skills are shipping machine learning models to production and working with large datasets. Andria combines hands-on experimentation with academic research to solve machine learning problems.

### What areas does Andria work in?

Andria works in machine learning, reinforcement learning, deep reinforcement learning, robotics AI, autonomous-vehicle trajectory evaluation, motion planning, behavioral machine learning, data processing, and backend software engineering.

### What is Andria’s research role at Berkeley AI Research?

At Berkeley Artificial Intelligence Research, Andria is a current Student Researcher in the Robotics AI & Learning Lab. Andria works with Qiyang Li under the supervision of Professor Sergey Levine.

### What did Andria do at Aurora?

At Aurora, Andria was a Machine Learning Intern working on motion planning for autonomous vehicles and behavioral machine learning. This work gave Andria domain experience with autonomous-vehicle trajectory evaluation and reward-model development.

### What machine learning techniques has Andria used?

Andria has worked with advanced machine learning techniques including classifier retraining, LoRA, and ensemble methods. Andria has used these approaches to address data imbalance, limited data, and overfitting challenges.

### How does Andria approach messy or imbalanced data?

Andria has strong data-processing skills for handling messy and imbalanced data. Andria has also worked on solving data imbalance through classifier retraining.

### Does Andria have experience deploying machine learning models?

Andria has experience taking machine learning models from development to production. Andria’s experience includes independently owning cross-team ML projects while working with mentors.

### What has Andria taught at UC Berkeley?

Andria is a Teaching Assistant at UC Berkeley’s College of Computing, Data Science, and Society. Andria taught Computational Structures in Fall 2024 and is a Teaching Assistant for Deep Neural Networks in Spring 2026.

### What did Andria do at Gravity Platforms Inc.?

Andria was a Software Engineer Intern at Gravity Platforms Inc., where the work focused on backend engineering.

### What is Andria’s education?

Andria is pursuing a Bachelor’s degree in Computer Science at the University of California, Berkeley. Andria also attended Homestead High School.

### What technical skills does Andria list?

Andria’s listed skills include Reinforcement Learning, Deep Reinforcement Learning, Machine Learning, Java, Pandas, Scikit-Learn, NumPy, PyTorch, Python, Computer Science Education, and university teaching.

### How can I contact Andria?

Andria can be contacted at \[contact removed\].

## Links

- LinkedIn: https://www.linkedin.com/in/andriaxu

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