Guntitat Sawadwuthikul
Applied Scientist at Gauss Labs- Claim this Profile
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Bio
Credentials
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Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization
DeepLearning.AIFeb, 2022- Nov, 2024 -
Neural Networks and Deep Learning
DeepLearning.AIFeb, 2022- Nov, 2024 -
Structuring Machine Learning Projects
DeepLearning.AIFeb, 2022- Nov, 2024 -
Data Science Foundations Specialization
CourseraAug, 2021- Nov, 2024 -
Data Science Methodology
CourseraAug, 2021- Nov, 2024 -
Databases and SQL for Data Science with Python
CourseraAug, 2021- Nov, 2024 -
Tools for Data Science
CourseraAug, 2021- Nov, 2024 -
What is Data Science?
CourseraAug, 2021- Nov, 2024 -
Functional Program Design in Scala
CourseraFeb, 2021- Nov, 2024 -
Functional Programming Principles in Scala
CourseraJan, 2021- Nov, 2024
Experience
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Gauss Labs
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United States
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Software Development
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1 - 100 Employee
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Applied Scientist
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Mar 2023 - Present
Work with the MLDS team to optimize virtual metrology in semiconductor manufacturing. Work with the MLDS team to optimize virtual metrology in semiconductor manufacturing.
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Vidyasirimedhi Institute of Science and Technology (VISTEC)
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Thailand
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Research Services
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1 - 100 Employee
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Research Assistant
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Mar 2022 - Present
Apply deep learning to extract biosignals and events (e.g. respiratory rate, heart rate, and sleep apnea) and predict sleep deprivation severity from PPG signals. (Supervisor: Prof. Theerawit Wilaiprasitporn) Apply deep learning to extract biosignals and events (e.g. respiratory rate, heart rate, and sleep apnea) and predict sleep deprivation severity from PPG signals. (Supervisor: Prof. Theerawit Wilaiprasitporn)
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SCB – Siam Commercial Bank
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Thailand
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Banking
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700 & Above Employee
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Data Analyst Intern
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Jun 2022 - Aug 2022
Join the Credit Risk Data Analytics team to improve the reject inference method to manage loan applications. The decision framework is currently deployed to the bank's decision engine. - Capture the model's bias toward class density and propose a solution by injecting class weights. - Repurpose a state-of-the-art research proposal that employs semi-supervised learning in the context of tabular data trained on LightGBM, doubling the F1 score compared to the previous implementation. - Conduct a proof-of-concept of introducing deep learning to tackle reject inference which later lacks explainability. - Document a tutorial of valuable tools that can be used to track ML experiments such as TensorBoard, DataBricks widgets, and custom loss in LGBM models. Show less
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Institute for basic science (IBS)
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Government Administration
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100 - 200 Employee
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Research Intern
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Dec 2021 - Aug 2022
Research and engineer experiments for climate downscaling super-resolution tasks using a deep residual neural network. The team's work has been published in SIGKDD 2022. (Supervisor: Prof. Meeyoung Cha) Research and engineer experiments for climate downscaling super-resolution tasks using a deep residual neural network. The team's work has been published in SIGKDD 2022. (Supervisor: Prof. Meeyoung Cha)
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AI and Robotics Ventures
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Thailand
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Industrial Automation
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100 - 200 Employee
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Robotics Engineer Intern
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Jan 2022 - Feb 2022
Joined ROVULA (https://arv.co.th/rovula/) business unit which develops an end-to-end subsea inspection solution as a robotics engineer intern. - Design and integrate sensors and acoustic devices for bathymetric survey equipment (XGateway) - Create an API for contour map analysis and visualization between GS4, Surfer, and Google Earth - Deploy a data labelling pipeline for object detection tasks using Label Studio Joined ROVULA (https://arv.co.th/rovula/) business unit which develops an end-to-end subsea inspection solution as a robotics engineer intern. - Design and integrate sensors and acoustic devices for bathymetric survey equipment (XGateway) - Create an API for contour map analysis and visualization between GS4, Surfer, and Google Earth - Deploy a data labelling pipeline for object detection tasks using Label Studio
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True Digital Group
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Thailand
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Software Development
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700 & Above Employee
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Back End Developer
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Jun 2021 - Aug 2021
Joined True Digital Group via True Academy Project. Worked as a back-end developer intern under the CMS team adopting NestJS and GraphQL to integrate with the existing infrastructure and increase the efficiency of data query. Joined True Digital Group via True Academy Project. Worked as a back-end developer intern under the CMS team adopting NestJS and GraphQL to integrate with the existing infrastructure and increase the efficiency of data query.
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Vidyasirimedhi Institute of Science and Technology (VISTEC)
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Thailand
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Research Services
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1 - 100 Employee
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Research Intern
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Jan 2021 - Mar 2021
Develop a cooperative multi-agent reinforcement learning framework specialized for Overcooked game. Develop a cooperative multi-agent reinforcement learning framework specialized for Overcooked game.
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Vidyasirimedhi Institute of Science and Technology (VISTEC)
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Thailand
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Research Services
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1 - 100 Employee
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Student Intern
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Apr 2019 - Jun 2019
2-month student internship program between Kamnoetvidya Science Academy (KVIS) and VISTEC. In responsible for SCADS lab in data visualization and computer science fields, having Dr. Nat Dilokthanakul as the advisor. Proposed a communication framework between human and waiter robot that helps the robot navigate to the customer in dynamic setting using various techniques in machine learning, which aims to reduce the number of interactions between the human and the robot to its possible minimum. Show less
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Education
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2019 - 2023
Korea Advanced Institute of Science and Technology
Bachelor of Science - BS, Computer Science and Electrical Engineering -
2016 - 2018
Kamnoetvidya Science Academy
High School, Mathematics and Science
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