Experience
2022/06 - 2022/09
TikTok/ByteDance, Software Engineering Intern, Mountain View, USA
- DataAML|MLSys Team, supervised by Haibin Lin and Juncheng Gu
- Contributed to Byted-Torch, optimized Visual Transformer, ResNet_v67, VLBert models with torch.fx and conducted unit/end-to-end tests
- Integrated torch.fx optimization into frameworks such as cruise, haggs, and titan
- Verified fx acceleration for titan model zoo
- Added a feature that can correlate CUDA ops to corresponding nn.Module to the current torch.profiler in order to know which are the time-consuming ops in a model
2020/09 - 2021/08
Tsinghua University, Research Assistant, Beijing, China
- THUNLP Group, supervised by Prof. Maosong Sun
- Reliable Knowledge Graph Construction with Probabilistic Weighted Links(2nd Authored paper with Wenhao Li, accepted by China Conference on Knowledge Graph and Semantic Computing 2021)
- Knowledge Graph Visualization Tool Development
- Simple Word Sense Annotation Tool Development
- Participated in Jiuge Project Development
- Participated in Novel Object Caption Research Project
2019/06 - 2019/08
VMware, MTS Intern, Beijing, China
- R&D Department, supervised by Kevin Song
Set AI related questions for new graduates’ BootCamp (with other staff engineers)
- Sentiment analysis based on clients’ emails
- Machine learning due date prediction system for open source projects
- AI technologies trend analysis based on web data
Math Knowledge Graph Web Application (with other interns)
- Clustered 25 classes of relations from more than 2000 sections of wikidata using KMeans
- Manually labelled middle school math knowledge data in rdf tripples format to build prototype demo
- Built Web App Demo with Flask backend framework and the Echarts visualization tool
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