Xiao Nan

Data Scientist

Singapore, Singapore
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Summary

👤
Senior
🎓
Top School
Xiao Nan is a data scientist with 12 years of experience building production ML systems across travel, fintech, and enterprise banking, now applying his expertise at Stripe in Singapore. He has led high-impact projects at Agoda and Wego — from scalable hotel review ranking and GPT-based review translation that together drove tens of millions in revenue, to serverless hotel mapping and flight fare prediction pipelines that slashed costs and latency. At OCBC AI Lab he helped industrialize NLP and OCR solutions for banking, and he has hands-on experience with CV, sequence models, LLM fine-tuning, and cloud platforms (GCP/AWS/Azure). Xiao combines deep technical delivery (Scala/Spark, Kubeflow, FP16 inference optimizations) with product-minded impact, mentoring junior engineers and integrating research-grade models into production. He holds advanced degrees from Georgia Tech and UIUC and often blends academic rigor with pragmatic engineering—an orientation evident in his ability to turn LLMs into revenue-generating features. Notably, he has scaled complex multilingual and Chinese-specific NLP solutions that dramatically expanded data coverage and enabled new business capabilities.
code12 years of coding experience
job10 years of employment as a software developer
bookDalian Yuming Senior High School
bookElectrical and Electronics Engineering, Electrical and Electronics Engineering at RWTH Aachen University
bookB.Eng. (Hons.) Electrical Engineering, B.Eng. (Hons.) Electrical Engineering at National University of Singapore
bookMaster of Business Administration - MBA, Master of Business Administration - MBA at University of Illinois Urbana-Champaign
bookMaster of Science - MS Computer Science, Master of Science - MS Computer Science at Georgia Institute of Technology
languagesEnglish, Chinese, Chinese
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Stackoverflow

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Github Skills (63)

transformers10
notebook10
pytorch10
language-model10
python10
jupyter10
machine-learning10
jupyterlab10
seq2seq10
deep-learning10
tensorflow10
jekyll10
natural-language-processing10
bert10
jekyll-theme10

Programming languages (8)

C#JavaC++CSSTeXJavaScriptJupyter NotebookPython

Github contributions (5)

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xia0nan/Gatech-CS6250

Apr 2020 - Jul 2020

Contributions:84 commits, 2 pushes, 1 branch in 3 months
Contributions:100 commits in 2 months
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Xiao Nan - Data Scientist