Shuyu Cheng
工程師 at 聯發科
Hsinchu City, Taiwan, Taiwan
Summary
🤩
Rockstar🎓
Top SchoolShuyu Cheng is an engineer with a decade of experience specializing in deep learning and unsupervised learning, holding an M.S. in Computer Science from National Central University and active membership in CILAB. Currently at MediaTek in Hsinchu, she blends research-grade probabilistic modeling skills with practical engineering, having contributed AIS evaluation and HMC improvements to the zhusuan Bayesian deep learning library. Her background includes migrating legacy systems to Python and working with Oracle databases, reflecting versatility across research and production codebases. A geography enthusiast outside work, she brings a data-driven, curious approach to machine learning problems and a track record of making complex probabilistic models more reusable and performant.
10 years of coding experience
1 year of employment as a software developer
碩士, 資訊工程學系, 碩士, 資訊工程學系 at 國立中央大學
Chinese, English
Github Skills (5)
generative-model10
probabilistic-programming10
tensorflow10
python9
deep-learning9
Programming languages (4)
Github contributions (5)
thu-ml/zhusuan
Aug 2017 - Jan 2020
A probabilistic programming library for Bayesian deep learning, generative models, based on Tensorflow
Role in this project:
ML Engineer
ML EngineerContributions:76 commits, 10 PRs, 65 pushes in 2 years 5 months
Contributions summary:Shuyu added an AIS (Annealed Importance Sampling) evaluation for the LNTM (Logistic Normal Topic Model) model, which is a probabilistic programming library for Bayesian deep learning. This involved modifying the code to include the AIS evaluation framework within the existing LNTM model and its associated dependencies. Furthermore, the user made additional changes to improve reusability and HMC sampling, ensuring the model's functionality and performance. The user's changes focused primarily on the probabilistic modeling components of the project.
information-theorydeep-learningbayesian-inferencegraphical-modelsmachine-learning
thu-ml/Prior-Guided-RGF
Oct 2019 - Dec 2020
Contributions:13 commits, 2 PRs, 11 pushes in 1 year 1 month
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