š Hi, Iām Jay Chen, Welcome to my site!
My Ph.D is in experimental particle physics. I was part of the effort in Higgs discovery, the "Breakthrough of the year" in 2012 by science.
Now I am a data scientist working at Shell.
Here are some of my recent work available publicly
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Deep Seismic2Well Tie: A physics-guided CNN approach to a classic geophysical workflow
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ML Gravity: Machine Learning Method to Determine Salt Structures from Gravity Data
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Shallow Hazards Risk Quantification: Quantifying the Risk of Shallow Hazards Using a Principled Statistical Workflow
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Salt DNN: Automatic Seismic Salt Interpretation with Deep Convolutional Neural Networks
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ML Rock Facies: Application of Machine Learning in Rock Facies Classification with Physics-Motivated Feature Augmentation
Here are some hobby projects I did.
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usatt_rating_calc: a javascript tool to calculate a player's rating change after a USATT certified tournament.
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DQN Navigation: a RL agent to navigate (and collect bananas!) in a large, square world.
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Continuous Control RL: Continuous Control RL example with multiple agents.