May 2019 - Present-I am working on turning researches into new business using machine learning, data analysis, mechanical engineering and UX design through prototyping and customer/business development .▼Profilehttps://www.sonycsl.co.jp/member/tokyo/9298/▼Silent Speech Interactionhttps://dl.acm.org/doi/abs/10.1145/3458709.3458941▼Music Excellence Projecthttps://www.sonycsl.co.jp/tokyo/10996/▼JackIn Headhttps://www.sonycsl.co.jp/project/2373/PoC Report of Recent JackIn Activity. https://www.sonycsl.co.jp/event/14546/

I am also a design thinking evangelist as a volunteer. I have planned, designed, and facilitated dozens of design thinking workshops. In addition, I am running a facebook community called design thinking laboratory (デザイン思考研究室).https://www.facebook.com/groups/designthinkinglaboratoryIn this community, we have translated d.school Starter Kit (https://dschool.stanford.edu/resources/dschool-starter-kit) in Japanese in Sep 2020 and hosted some workshops in Japanese. (https://d-school-starter-kit.mystrikingly.com/)

January, 2018 - April, 2019-Project leader of marketing and innovation project using NLP and data analysis-Workshop designer for new business development using design thinkingOctober, 2017 – December, 2017-Data scientist and machine learning engineer for mechanical design, manufacturing and marketing fields.October, 2014 – July, 2016-Mechanical designer and developer for Interchangeable lensApril, 2011 – October, 2014-Computer simulation developer and optimization engineer for lens mechanical systems

I was a visiting scholar at Stanford Vision and Learning Lab. which is a part of Stanford Artificial Intelligence Lab. focusing on computer vision. I especially collaborated with prof. Silvio Savarese. -ResearchGenerative models for 3D multi object sceneshttps://github.com/yunishi3/3D-FCR-alphaGANI have tried end-to-end 3D multi object generative models, which allow us to synthesize a variety of novel 3D multi objects and recognize the objects including shapes, objects and layouts. That could be an extremely important tasks for AR/VR and graphics fields. Specific technical fields were generative adversarial networks, variational auto-encoder and 3D computer vision.-OthersI took a d.school class called "from play to innovation". Also I audited some machine learning, computer vision, data mining classes and entrepreneurship classes.