小栗直己
- データサイエンス部門 データサイエンティスト
- 株式会社JDSC
- 東京都
- Joined on 2020/08/03
Self introduction
Data Scientist with multidisciplinary background in machine learning, chemistry, biology, and sports analytics.
Data science and machine learning
- modeling, data engineering, business analysis
Technical skills
- Python, scikit-learn, TensorFlow, R, SQL, BigQuery, AWS, GCP, JavaScript, Google App Script, Git, Docker
Academic background: M.S. in Materials Science, B.Eng. in Chemistry and Chemical Biology
- synthesis, purification and analysis of organic/inorganic compounds
- first-authoring 4 scientific papers including one published in high-impact chemistry journal
Languages
- Japanese (native), English (fluent), French (beginner)
* Twitter:https://twitter.com/naokiwifruit
* Blog:https://naokiwifruit.com/
* GitHub:https://github.com/naokiwifruit
* Google Schoalr:https://scholar.google.co.jp/citations?user=PYvOxAEAAAAJ
Ambition
時系列予測、因果推論、マーケティング
Work experience
-
日本データサイエンス研究所
データサイエンス部門 データサイエンティスト
2020-08 -
-
データスタジアム株式会社
ナレッジ開発チーム データサイエンティスト
Developed and implemented a machine learning model to predict the best pitch for a live broadcasting of professional baseball.
Developed a machine learning model to predict a shoot success probability (expected goals) for professional football and wrote the analytical article on the website.
Built a recommendation system for similar football players and implemented it in the the website.
Built a the automatic detection model of football team formation.
Designed a solution of machine learning/statistics services and built successful relationships with clients or coworkers at workplace.
Wrote analytical or scientific paper reports.2019-07 - 2020-07
What I'm good at
-
0R
-
0TensorFlow
-
0scikit-learn
-
0BigQuery
-
0SQL
-
0Google Apps Script
-
0JavaScript
-
0AWS
-
0GCP
-
0Docker
-
0Git
-
0機械学習
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0Python
Education
-
University of Sussex
Left a school six months after enrolling.
Coursework in machine learning, computational biology and cognitive science towards a master degree.2019-04
-
University of Michigan
College of Engineering, Macomolecular Science and Engineering Ph.D.
Left a school three months after enrolling.
Coursework in materials science, polymer chemistry towards a PhD degree.
Synthesized silicon/phosphorous compounds to investigate the chemistry of materials for electronic and photonics applications.2016-12
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群馬大学
理工学府 物質・生命理工学教育プログラム
Achieved a synthesis of a novel cage silicon materials with high thermal/physical property and elucidated the structures.
Synthetically approached to stable silicon benzene analogues while studying for four
months at Ecole Nationale Supérieure de Chimie de Montpellier, France.2016-03
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群馬大学
工学部 応用化学・生物化学科
Early graduation and second out of 172 students.
Developed new Si–O–Si bond formation reactions for making novel silicon precursor of structurally controlled materials with high thermal and physical property.
Achieved highly efficient modification of monolayer polysilane for application to electronic and photonic devices and lithium-ion battery electrodes.2014-03
Languages
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Japanese
Native
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English
Professional
-
French
Conversational
Certificates
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ITパスポート
2020-7
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日本ディープラーニング協会 G検定
2019-11
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IELTS 7.0
2018-5
Awards
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Pegge Scholarship in Intelligent and Adaptive Systems MSc
2018
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Funai Overseas Scholarship
2016
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Best Poster Award at the 46th Silicon Symposium
2015
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TOBE MAKI Scholarship
2015
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Best Poster Award at the The XVIIth International Symposium on Silicon Chemistry
2014
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Prize for Remarkable Undergraduate Students
2014
Publications
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もっと伝えたいAIキャッチャーのウラ話
2020-7
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AIキャッチャーの開発と運用
2020-7
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ゴール期待値でJ1選手のシュート能力を評価する
2020-2
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Jリーグのデータから作るゴール期待値
2020-1
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2-0は本当に『危険なスコア』か?
2019-9
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Synthesis, Structures, and Thermal Properties of Symmetric and Janus “Lantern Cage” Siloxanes
2018-12
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Unusual Reactions of Cyclic Fluorosiloxanes
2017-3
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カゴ型シルセスキオキサン「ヤヌスキューブ」の合成と構造決定
2016-6
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Janus-Cube Octasilsesquioxane: Facile Synthesis and Structure Elucidation
2016-5
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Facile Synthesis of Cyclic Fluorosiloxanes
2015-8
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