Sofia Kapsiani

PHD Student at Cambridge University Department of Chemical Engineering and Biotechnology
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Contact Information
Location
United Kingdom, UK
Languages
  • English Full professional proficiency
  • Greek Native or bilingual proficiency

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Credentials

  • Intermediate Python for Data Science
    DataCamp
    Aug, 2019
    - Sep, 2024
  • Introduction to Python
    DataCamp
    Jul, 2019
    - Sep, 2024
  • Machine Learning by Andrew Ng
    Stanford University
    May, 2019
    - Sep, 2024

Experience

    • PHD Student
      • Oct 2022 - Present

      • PhD student in the Molecular Neuroscience Group. • Project: "Developing a biosensor toolbox for monitoring cellular events upon drug exposure" • Demonstrator for MPhil in Biotechnology practical supervising analysis of microscopy images • Supervisor for the Biophysics module undertaken by CET IIB, MRes and MPhil students • PhD student in the Molecular Neuroscience Group. • Project: "Developing a biosensor toolbox for monitoring cellular events upon drug exposure" • Demonstrator for MPhil in Biotechnology practical supervising analysis of microscopy images • Supervisor for the Biophysics module undertaken by CET IIB, MRes and MPhil students

    • United Kingdom
    • Pharmaceutical Manufacturing
    • 700 & Above Employee
    • PHD Student
      • Oct 2022 - Present

      • Associated with Bioassay Development Group • Fully funded MRes+PhD scholarship • Associated with Bioassay Development Group • Fully funded MRes+PhD scholarship

    • Research Services
    • 700 & Above Employee
    • Postgraduate Researcher
      • Jun 2021 - Sep 2021

      • Postgraduate researcher at Dr Tanaka's at the Department of Bioengineering • Built CNN with U-Net architecture for semantic segmentation of fungi infection regions within histology images • Applied data augmentations (geometric and photometric) to improve the generalisation abilities of the neural network • Achieved a dice similarity coefficient of 81% • Postgraduate researcher at Dr Tanaka's at the Department of Bioengineering • Built CNN with U-Net architecture for semantic segmentation of fungi infection regions within histology images • Applied data augmentations (geometric and photometric) to improve the generalisation abilities of the neural network • Achieved a dice similarity coefficient of 81%

    • United Kingdom
    • Software Development
    • 700 & Above Employee
    • Research internship (Machine learning)
      • Jun 2020 - Aug 2020

      • Research internship with Dr Andrew Leach's group on the analysis of protein-molecule activities extracted from the ChEMBL database. • Trained random forest and multilayer perceptron network models using the activities of 758 compounds on the tyrosine-protein kinase ABL1. The balanced accuracy scores achieved were 73% and 75% respectively. • Built a deep multi-task neural network based on the activities of 31,674 compounds on 112 human protein targets. The model's balanced accuracy score was 82%. Show less

    • Telecommunications
    • 300 - 400 Employee
    • Microsoft Student Ambassador
      • Sep 2019 - Jul 2020

      • Representative of Microsoft on campus. • Organisation of workshops and seminars to covey knowledge of programming and machine learning technologies, such as Azure ML studio, to fellow students. • Representative of Microsoft on campus. • Organisation of workshops and seminars to covey knowledge of programming and machine learning technologies, such as Azure ML studio, to fellow students.

    • United Kingdom
    • Research Services
    • 700 & Above Employee
    • Undergraduate Visiting Researcher
      • Jul 2019 - Sep 2019

      • Research internship with Dr Andreas Bender’s group in the Centre for Molecular Informatics. • Applied statistical techniques such as mutual information and multidimensional scaling, in Python, to investigate compounds that can be used together with antibiotics to break resistance in bacteria. • Identified key molecular fingerprints and biological targets that were correlated with a compound acting as an antibiotic resistance breaker. • Research internship with Dr Andreas Bender’s group in the Centre for Molecular Informatics. • Applied statistical techniques such as mutual information and multidimensional scaling, in Python, to investigate compounds that can be used together with antibiotics to break resistance in bacteria. • Identified key molecular fingerprints and biological targets that were correlated with a compound acting as an antibiotic resistance breaker.

    • United Kingdom
    • Pharmaceutical Manufacturing
    • 1 - 100 Employee
    • Placement Year
      • Jul 2018 - Jul 2019

      • Processed and responded to over 100 medical enquires, adverse drug reactions, and customer complaints. • Liaised with suppliers regarding quality and batch-related issues, both in the UK and overseas. • Trained full-time employees on batch reviewing and handling customer queries. • Developed the SOSTAC marketing planning model for 12 of the products and conducted market research to identify potential new launches. • Author at Crescent Pharma website, writing blogs with a science and health focus to increase the online presence of the products, as well as, build customer loyalty. Show less

    • Pharmacy Intern
      • Jul 2017 - Jul 2017

      • Responsible for the production of homoeopathic drugs, therapeutic creams and custom-made products • Responsible for the production of homoeopathic drugs, therapeutic creams and custom-made products

Education

  • University of Cambridge
    MRes in Sensor Technologies for a Healthy and Sustainable Future
    2021 - 2022
  • Imperial College London
    Master of Science - MSc, Bioinformatics and Theoretical Systems Biology
    2020 - 2021
  • University of Surrey
    Bachelor of Science (B.Sc.), Chemistry
    2016 - 2020
  • Hellenic American Educational Foundation Athens College - Psychico College
    International Baccalaureate
    2014 - 2016

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