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Sharone Dayan Boubli has a diverse work experience spanning various industries and roles. Starting in 2013, they worked as a Finance controller and Assistant trader at Safra National Bank of New York. Sharone then transitioned to GFI Group as a Financial analyst and Sales trader. In 2014, Sharone had a worker internship at Carrefour. The following year, they completed a research internship in Fitting Mixture distributions at Technion - Israel Institute of Technology. In 2016, they worked as a Data Science Intern at ViaDialog - Customer Interaction Management. In 2017, they interned as a Data Scientist at TF1 le Groupe. From 2018 to 2021, Sharone was with Dailymotion, where they held multiple roles, including Research Data Scientist Intern, Machine Learning / Deep Learning Engineer, and Senior Machine Learning Engineer. Since 2021, they have been working as a Sessional Lecturer/Teaching Assistant at Paris-Dauphine and as a Machine Learning Engineer at Contentsquare. Sharone is also currently serving as a Chapter Lead for Women in Big Data Paris, where they focus on organizing events, trainings, and mentoring opportunities.

Sharone Dayan Boubli pursued their education in a sequential manner. Sharone completed their Bachelor of Applied Science (B.A.Sc.) in Applied Mathematics with a focus on programming and economics at the Université Paris Dauphine - PSL from 2011 to 2014. Following this, from 2014 to 2018, they attended École des Ponts ParisTech, where they obtained a Diplôme d'ingénieur in Mathematical Engineering and Computer Science.

In 2017, Sharone enrolled in École Normale Supérieure Paris-Saclay, where they pursued a Master of Science (MSc) in Machine Learning and Computer Vision, specializing in MVA Mathematics Vision Apprentissage. This program lasted from 2017 to 2018.

Aside from their formal education, Sharone also obtained several certifications to further enhance their skill set. In 2015, they completed a MOOC on Financial Markets through Coursera Course Certificates. In 2017, they obtained a certification in Machine Learning from Coursera. Later, in 2019, they participated in a Crash-Course on Modern recommendation for real-world practitioners offered by Criteo. In 2020, they acquired additional certifications in A/B testing from Udacity and Introduction to Public Speaking from Coursera.