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General Information
Full Name | Benjamin Ma |
Location | Kendall Square, Cambridge, MA |
Languages | English (native), Chinese (conversational) |
Education
- 2022
Master of Management Science, Global Affairs
Schwarzman College, Tsinghua University, Beijing, China
- Guffey Family Fellow in Schwarzman Scholars, a one-year master’s degree and leadership program founded by Steve Schwarzman, CEO and co-founder of Blackstone Group
- Conducted automated collection, feature extraction, and correlational analysis of top Chinese and Western popular music, and interviewed music industry insiders, to investigate cross-cultural pop music exchange
- 2021
M.S., Computer Science | B.S., Computer Science | Minor, Music Production
University of Southern California, Los Angeles, California
- Graduated Summa Cum Laude with Discovery Scholar distinction for Outstanding Research
- USC Viterbi Engineering Fellowship recipient (top 5% of USC engineering students)
- Studied music production and music industry in Thornton School of Music and Free Artists Matchmakers
Experience
- 2023-now
Software Engineer
Rivet, Chicago, IL
- Everything. It's a 4-person startup.
- 2022-2023
Software Development Engineer
Amazon Alexa, Cambridge, MA
- Managed engineering group responsible for Blitz Hand-Authoring, an Alexa-internal tool for language engineers to create natural language rules guiding Alexa voice interactions
- Designed system architecture and component interaction model for Blitz Hand-Authoring, including API contracts, NoSQL data storage, AWS Lambda execution environment, and React/Redux front-end
- Iteratively created Blitz Hand-Authoring front-end UI via hand-crafted Balsamiq wireframes, integrating continuous feedback from Alexa language engineers and localization specialists in the U.S., Europe, and India
- Performed investigation & audit of high-severity service outage using AWS Cloudwatch metrics, logs, and post-mortem interviews.
- Conducted full-stack design, implementation, and testing of a highly scalable utterance search engine, achieving a 13x search speedup over baseline by incorporating an Elasticsearch index on AWS DynamoDB
- 2022
AI Research Scientist Intern
Deep Music, Beijing, China
- Designed and built conditional generation transformer model for simultaneous musical generation of melody and Chinese-language lyrics
- Adapted mT5 multi-lingual text transformer architecture with custom tokens, callbacks, and loss function to support generation of both text and musical notes; conducted training experiments in Pytorch comparing fine-tuning a pre-trained mT5 model against training from scratch
- Experimented with different transformations and representation formats for in-house music dataset, and wrote Python scripts to efficiently convert between dense and sparse MIDI representations
- 2017-2021
Researcher
USC Signal Analysis & Interpretation Lab (SAIL), Los Angeles, CA
- Led SAIL’s music research group investigating characteristic music of major film genres, leading to publication in PLoS ONE, peer-reviewed journal of the Public Library of Science
- Built multivariate classical and deep machine learning models to forecast human responses to music
- Wrote Python scripts to automatically clean and collect features for millions of songs from online datasets
- Achieved top-of-leaderboard and received Distinctive Mention at 2020 MediaEval Emotions & Themes in Music Challenge for the task of building a model to recognize emotion tags for musical clips
- Developed novel AI interpretability techniques to determine the most relevant musical features for eliciting enjoyment in happy and sad music
Additional Information
- AWS Certified Solutions Architect - Associate
- Founder of DJ Lysosome, interactive music production video channel and mobile event DJ service
- Captain, Schwarzman College and USC Ultimate Frisbee Clubs