余柏韋

Since resigning as a thin film engineer at Taiwan Semiconductor Manufacturing Company, I have started self-studying artificial intelligence. This process includes basic Python, data structures and algorithms, National Taiwan University's open course: Machine Learning by Professor Lin Xuan Tian, and learning deep learning techniques (such as DNN, CNN, etc.) and unsupervised learning (such as DQN, ICM, etc.). Finally, I have trained an AI robot that can play games independently in the last month.

AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist  •  城市,TW  •  [email protected]

技能


Programming Languages

Proficient in Python, skilled in using Scikit-image, Numpy, and Matplotlib libraries.


Deep Learning Techniques

Familiar with DNN, CNN, DQN, and other deep learning techniques, with experience using the Pytorch framework.


Cloud Operations

Familiar with setting up Azure virtual machines and automating machine learning to improve work efficiency

工作經歷

台灣積體電路公司(竹科), 工程師, Nov 2020 ~ Jan 2022

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學歷

國立交通大學 (National Chiao Tung University), 碩士學位, 電子物理學系, 2018 ~ 2020

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國立東華大學 (National Dong Hwa University), 學士學位, 物理學系, 2014 ~ 2018

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專案

Developed a self-playing Super Mario agent that can navigate and complete levels without human intervention, utilizing deep learning techniques including Convolutional Neural Networks (CNNs), Reinforcement Learning (RL), and the Deep Q-Network (DQN) algorithm. Additionally, the agent was enhanced with an Intrinsic Curiosity Module (ICM) to encourage exploratory behavior and improve performance.


GITHUB: https://github.com/a0752074/mario_train