Sage Ren

Mission Statement

My name is Sage Ren, a junior from UC Berkeley. I am passionate about the intersection of art and technology, specifically generative art and computer vision. I have a strong understanding of BERT, OCR, Image Processing and Image segmentation, GANs and so forth.

Portfolio


Work Experience

Company: Ancient World Citation Analysis (UC Berkeley)

Duration: Jan 2021 - present

Title: Undergraduate Student Researcher

  • Collabrated with peers and converted jupyter notebooks into machine learning web apps: https://share.streamlit.io/umbravenus/streamlit/main/first_app.py

  • Publised Jupyter book for Ancient World Citation Analysis:

  • Built Optical Character Recognition Model using Pytesseract.

  • Optimized Text Summarization and Paraphrasing using BERT model.

  • Configuring image segmentation tools for Ancient Artifacts.

  • Result: Helped lab deployed machine learning models, finetuned them, and accelerated the milestones of projects.

Company: Byzantine Ivories Imagebank (UC Berkeley)

Duration: June 2021 - present

Title: Undergraduate Student Researcher

  • Recruited new members and helped with training.

  • Led members to create documentation and tutorials.

  • Automated photoshop workflow with python, saved over half of the time and effort.

  • Created 3D Models from 2D Images using Photogrammetry techniques.

  • Result: Created several internal web apps for team efficiency, revolutionized the workflow.

Company: DSA Stroke Classification and Segmentation

Duration: Jan 2020 - Present

Title: Research Assistant

  • Finetuning image segmentation to layout areas of brain where blood flow is lacking or will be lacking.

  • Building image classification tool to predict whether or not the patient need surgeries.

  • Working with 100 scholars and peers with data labelling tool to ease daily workload.

  • Result: Enabled third-world country with less advanced equipments to use machine leanring to their advantage, patent pending.

Company: MuseFinder, San Diego, California

Duration: Jan 2017 - Dec 2019

Title: Organizer

  • Hosted events for around 500 artists to create a platform that connects artists together, with the goal of having artworks notarized by blockchain eventually.

  • Able to gain profits through events and gathered around 200 Interviews and numerous data from artists. The events were put on pause after I went back to school for Data Science.


Teaching Experience

  • Academic Intern for Data 8 Foundational Scholars Fall 2021

  • Academic Intern for Data 8 Summer 2021

  • SAT tutor for ACME WITTY 2013


Education

University of California, Berkeley

  • B.A in Data Science, Minor in Computer Science, Spring 2023


Awards & Achievements

  • Data Scholars, 2020 - Present

  • Hera Labs Scholarship for Women in Entrepreneurship, 2018, Seeding Cohort

  • Partner, Startup Leadership San Diego Chapter, 2017-2018


Personal Projects

Text to Music And Art Generator

Where the user inputs a keyword, and then we use table manipulation as well as search from API to generate art and music.

https://share.streamlit.io/umbravenus/ml4a-streamlit/main/app.py

Your Photo to AR (an iOS app)

A simple AR app that lets you see your photo in an AR setting.

https://apps.apple.com/us/app/your-photo-in-ar/id1578206631


Skills

Software Engineering, Software Development, Computer Science, Data Structures, Python, SQL, Linux, Git, Version Control, Optimizing Code, Photoshop, Illustrator, Video Editing, Web Development, HTML, CSS, 3D Modeling, 3D Printing, C++, Machine Learning, Computer Vision.