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Masaki Adachi
Masaki Adachi

39 Followers

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Published in Towards Data Science

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Explore Better Materials Using Deep Graph Convolutional Networks and Bayesian Optimization

Distill the knowledge from theoretical calculation to design materials to minimise the number of backbreaking experiments. — Do you wanna better materials? Yes, we do. We wanna better batteries with larger capacity and a more extended lifetime. Or, we wanna better solar panels with a higher energy generation rate. Or, we wanna better semiconductors with less Joule heat loss. All of these performance limitations are derived from…

Deep Learning

6 min read

Explore Better Materials Using Deep Graph Convolutional Networks and Bayesian Optimization
Explore Better Materials Using Deep Graph Convolutional Networks and Bayesian Optimization
Deep Learning

6 min read


Published in Towards Data Science

·Aug 13, 2021

Automatic Spectral Identification Using Deep Metric Learning with 1D RegNet and AdaCos

Introduction of powerful deep metric learning for much more accurate and robust automatic spectral analysis to identify the substance from the database — Background & Motivation Television shows like CSI, Law and Order, and Forensic Files have introduced forensic science to popular audiences and dramatically demonstrated the importance of scientific evidence to solve crimes. A tiny piece left on the site could identify the murderer by breaking their alibi. Identification of substances based on spectral analysis…

Deep Learning

7 min read

Automatic Spectral Identification Using Deep Metric Learning with 1D RegNet and AdaCos
Automatic Spectral Identification Using Deep Metric Learning with 1D RegNet and AdaCos
Deep Learning

7 min read

Masaki Adachi

Masaki Adachi

39 Followers

DPhil Candidate in Machine Learning at the University of Oxford. https://www.masaki-adachi.com

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