Hi, I'm

Tianye Song

Data Scientist, Machine Learning Engineer, Applied Scientist
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About

About Me

Data Scientist & Machine Learning Engineer

I am currently a master student at Carnegie Mellon University studying information system management and I got my bachelor degree from Xiamen University in China majoring in finance.

I worked as a data scientist in a technology consulting company for a year and I am currently looking for full-time opptunities in data scientist/ machine learning engineer! :)

Quality

Education & Expericence

Education

Master In Information System Management

Carnegie Mellon University | 2021 - 2022

Introduction to Deep Learning.
Artificial Intelligence Engineering.
Introdcution to Machine Learning.
Distributed System.
Object Oriented Programming in Java.

Bachelor In Finance

Xiamen University | 2016 - 2020

Macroeconomics.
Microeconomics.
Financial Accounting.
Management Accounting.
Financial Engineering.
Econometrics.

Winter Exchange Student

University of Oxford | 2016 - 2017

Leadership Development.
Economics.

Professional Expericence

Data Engineer intern

Walmart | 202205 - 202208

  • Implemented accelerated computing and transferred feature engineering and modeling process from CPU, which originally using pandas and Spark, to GPU distributed computing with RAPIDS cuDF and Dask on web-scale data; Increased the speed by 10 times
  • Collaborated with NVIDIA to contribute to RAPIDS, an open-source suite of GPU accelerated libraries in Python, by refactoring and generalizing data analysis, data pipeline and modeling functions
  • Co-founder

    Trace | 202112 - now

  • Constructed a digital identity network in the form of IOS application for Z generation with stories to help them discover, record and share different aspects of themselves and connect similar people
  • Qualified for seed round funding of Y Combinator China, a technology startup accelerator that has been used to launch more than 3,000 companies including Stripe, Airbnb (top 2% of 1000 companies)
  • Data Scientist (Full time)

    Meritco Services Technology Consulting Firm | 202007 - 202107

  • Designed and engineered interactive tool-chains for manufacturing planning including integrating data from multiple sources, building sales prediction model and visualizing indexes through dashboard; lifted prediction accuracy by 50%
  • Boosted key function of Key Opinion Leader product by recognizing cosmetic product name and feature automatically with NLP algorithms; achieved 87% accuracy and simultaneously saved 80% of time
  • Orchestrated multiple promotion opportunities for companies by analyzing big data with Python and SQL; increased conversion rate by 5%; facilitated customer relationship management process with model and increased ROI by 7%
  • Simplified sku name matching tools with XGBoost and shortened generation time from 5 days to 1 hour
  • Data Scientist intern

    Meritco Services Technology Consulting Firm | 201907 - 201909

  • Explored feasible algorithms from papers and blogs related to association rules and formalized Restricted Boltzmann Machine, Hidden Markov Model and PrefixSpan on 60 million pieces of data with Python
  • Enhanced online purchase recommendation system by PrefixSpan algorithm and increased conversion rate by 10%
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    My Portfolio

    • All
    • Machine Learning
    • Tell Stories with Data

    Contact

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