Suwen Lin work email
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Suwen Lin personal email
I am a Ph.D. student and a Graduate research assistant from the University of Notre Dame. My research interests focus on machine learning, data science, network science and game theory. I love building intelligent systems to make complex data more predictable and models more accessible. I am an experienced engineer with specialties on machine learning related development. Skills:Programming: Python (proficient); R, Matlab, C++, Java (familiar); LaTex, mySQL, PostgreSQL (working knowledge)Machine Learning and NLP.
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Research ScientistMetaSouth Bend, In
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Research ScientistFacebook Apr 2021 - PresentGreater Seattle Area -
Graduate Research AssistantUniversity Of Notre Dame Aug 2016 - PresentNotre Dame, In, Usa- Designed an automated machine learning pipeline for missing imputation, feature engineering, variable prediction model, model ensemble method on multi-modal data(wearables, phone, social media etc.al) - Worked on a representation learning model for embedding generation of time series data with variable-length and missing values via with an integration of a pattern aggregation network and a deep auto-encoder - Proposed a Game-Theoretic data-driven statistical learning algorithm to predict sensor optimal strategies while keeping sensitive information private- Proposed and implemented a network-driven model to qualitatively and quantitatively analyze the links from social network to human behavior and improve the predictions of health and wellness states- Implemented a LSTM-based model for text summarization, further integrate it in a user interface to automatically summarize and visualize text contents for audio exploration -
Machine Learning Engineer InternFacebook Aug 2020 - Nov 2020Greater Seattle AreaSensitive Data Detection on Ads Signals.- Model Aspects: Implemented and experimented on the classification models to improve the performance of current sensitive data detection in production (1-2% improvements across all categories). - Data Aspects: Enhanced the data quality for ground truth collection and prevalence measurements
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Research InternPinterest May 2020 - Jul 2020Position bias mitigation for recommendation models in Related Pins product.- Built a two-tower DNN model to reduce the position bias in the ranking model- Proposed and implemented a multi-level reranking architecture in serving backends to address the performance imbalance across different recommended contents- The resulted model gained significant improvements on clickthrough(1-2%), long clickthrough(2-3%) and repins(2-3%) in online A/B experiments. -
Research InternIbm May 2019 - Aug 2019Dublin, IrelandI built NeuralTrees – a novel kernel-based Bayesian method for automated hyper-parameter optimization (PyTorch, Python) - Proposed and implemented NeuralTrees, an interpretable and scalable kernel-based method by integratingdeep neural networks with the principle of decision trees- Validated the benefit of the NeuralTrees on 20 datasets from the UCI repository- Optimized the auto hyper-parameter optimization of BERT text classification by incorporating NeuralTrees -
Research AssistantTsinghua University Aug 2014 - May 2015Beijing City, Chinaspeech signal processing- Increased the execution efficiency of ILBC (Internet Low Bitrate Codec) algorithm via CCS software- Built an advanced linear prediction model for speech signals via a designed constraint function
Suwen Lin Skills
Suwen Lin Education Details
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Computer Science
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Electrical Engineering Technologies/Technicians
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Communication Engineering
Frequently Asked Questions about Suwen Lin
What company does Suwen Lin work for?
Suwen Lin works for Meta
What is Suwen Lin's role at the current company?
Suwen Lin's current role is Research Scientist.
What is Suwen Lin's email address?
Suwen Lin's email address is slin@nd.edu
What schools did Suwen Lin attend?
Suwen Lin attended University Of Notre Dame, University Of Notre Dame, Beijing University Of Posts And Telecommunications.
What skills is Suwen Lin known for?
Suwen Lin has skills like Python, Matlab, Data Analysis, C++, Machine Learning, Game Theory, Data Mining, Data Analytics, Statistics, Optimization.
Who are Suwen Lin's colleagues?
Suwen Lin's colleagues are Ghazala Shahid, Naina K., Trenton Condrin, Rosy R, Laurence Stark, Yurong Chong, Morgan Davi.
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