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    Home»Artificial Intelligence»Why Data Scientists Should Care About Quantum Computing
    Artificial Intelligence

    Why Data Scientists Should Care About Quantum Computing

    Editor Times FeaturedBy Editor Times FeaturedMarch 30, 2026No Comments6 Mins Read
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    Within the Writer Highlight sequence, TDS Editors chat with members of our group about their profession path in information science and AI, their writing, and their sources of inspiration. In the present day, we’re thrilled to share our dialog with Sara A. Metwalli.

    Sara is a quantum computing researcher on the Quantum Software program Lab, exploring how machine studying and quantum methods intersect and methods to write software program for quantum computer systems. She writes about quantum matters with a give attention to readability, realism, and separating hype from what truly works. Sara additionally loves understanding, studying, writing, and exploring the world. She has lived in Egypt, Japan, the US, and now in Scotland.


    Once we final spoke with you 5 years in the past — in our very first Author Spotlight! — you have been within the early phases of your PhD program in Japan. What have you ever been as much as? 

    It seems like ceaselessly since we did the final writer highlight! I began writing for TDS in 2019. I used to be getting ready to begin my PhD, did so in 2020, and I completed it in 2024. I need to admit that writing for TDS helped me get via the isolation of being a PhD pupil throughout COVID. 

    I moved to the U.S. in mid-2024, proper after defending my thesis, and labored for six months as an outreach and schooling coordinator earlier than returning to academia for a one-year postdoc. I lastly moved to Scotland in October of final yr. 

    Within the 5 years since that Q&A, we’ve witnessed the arrival of LLMs and brokers, amongst different improvements. How has the rise of on a regular basis AI instruments affected your work — and life on the whole?

    The rise in recognition of LLMs modified the world and never simply my life. As an individual primarily in academia, I’ve at all times learn the papers and talked to the researchers who labored on these applied sciences. I labored with them and mentioned their concepts. I at all times discover it fascinating how analysis grows exterior of analysis labs — how researchers don’t know the way a expertise will likely be used as soon as everybody has entry to it.

    The sudden, explosive recognition of generative AI made me extra conscious of the significance of sharing analysis because it develops, reasonably than solely when it matures. 

    I do consider LLMs can be utilized to make lots of people’s lives simpler, however they are often misused to trigger hurt. Discovering the steadiness on a private degree, on an expert degree, and on a group degree is a problem that any rising expertise faces at first. 

    Your curiosity in quantum expertise began lengthy earlier than the sphere began to generate critical buzz up to now couple of years. What drew you to this space within the first place?

    My curiosity in quantum tech began someplace round 2018! I used to be doing my grasp’s and dealing as a educating assistant for a quantum physics class. I loved the category significantly, and the professor did an important job explaining issues I by no means understood earlier than.

    After I was contemplating pursuing a PhD, the sphere of quantum computing was simply beginning to bloom: IBM had shared its intention to make its gadgets public and launched Qiskit. It was thrilling, advanced, and mentally difficult (the three issues that appeal to me to any area). It had the mathematics, the potential, and the coding. I requested the professor I used to be working with if he knew anybody prepared to tackle a PhD pupil with no quantum background to do a PhD, and to my shock, he did. The particular person he launched me to turned out to be my PhD supervisor. 

    I like software program and math, and quantum combines these two with the potential for nice purposes. In the present day, I’m a researcher within the Quantum Software program Lab on the College of Edinburgh, in Scotland. I’m engaged on the bridge between information science and quantum computing, in addition to on quantum machine studying and the purposes of quantum computing. 

    Your public writing on TDS has shifted up to now yr or two to focus nearly completely on quantum. Why is it vital for information and ML professionals to study this technology?

    Since “quantum” is a buzzword, misinformation about it has exploded. As somebody within the area, I hate seeing individuals being misled by false info. I do see the potential of quantum, and I see how briskly it’s creating. I feel the one motive it’s bettering so shortly is the involvement of individuals exterior academia. I consider information scientists are important to the event of quantum computing, and quantum computing has the potential to vary the way in which we take into consideration information science and machine studying.

    I personally consider that information scientists ought to care about quantum computing as a result of lots of the core duties they already work on (similar to optimization, sampling, and large-scale linear algebra) are precisely the sorts of issues quantum algorithms purpose to hurry up or deal with otherwise. Quantum approaches, such because the Quantum Approximate Optimization Algorithm and Quantum Machine Studying, have the potential to enhance efficiency in areas similar to mannequin coaching, advanced simulations, and decision-making underneath uncertainty. 

    Realistically, as we speak’s {hardware} continues to be restricted, however the long-term influence may reshape how troublesome information issues are solved. So it’s a likelihood not simply to be prepared for the subsequent huge step in tech, but additionally to be a part of shaping that expertise. 

    What’s your expertise been like as a public writer within the age of ChatGPT, Gemini, and the remaining? What motivates you to put in writing today?

    That may be a nice query! I like generative AI; it exhibits how far we, as people, have been capable of take expertise. However it’s, in any case, a machine; it’s an algorithm that finds patterns: it has no soul, no expertise. 

    I proceed to put in writing and browse posts by authors I like as a result of educating or transferring data is a human factor. ChatGPT can give you the basics of a subject, however somebody who has been via the training course of can let you know extra, as they’ll contemplate the obstacles they confronted and the challenges they overcame. They will relate to the readers greater than AI can — and that, for me, is essential.

    To study extra about Sara’s work and keep up-to-date together with her newest articles, you possibly can observe her on TDS.



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