Interview with Alumna Holly Capelo | Data Science | Insights and inspiration

In the rapidly evolving world of technology, data science stands out as a field brimming with opportunity and innovation. We recently spoke with a data science graduate who shared her experience in a bootcamp that deepened her understanding of machine learning, predictive modeling, and AI. In this interview, she discusses her motivations for enrolling in the program, the highlights of her learning journey, and how the skills she's gained are shaping her future career.

Interviewer: What was your motivation for enrolling in the data science program?

Graduate: I was really looking for an opportunity to be inspired by new predictive modeling techniques and get hands-on experience with machine learning and deep learning. I wanted to go beyond theory and really dive into practical applications. One of my main goals was to understand model explainability better—basically, to learn how and why machines make certain decisions. It’s fascinating to reverse-engineer the decision-making process in AI, even though it’s often quite challenging. That's exactly what I was looking for in this bootcamp.

Interviewer: It sounds like you were able to get a lot out of the program. Were there any specific projects or experiences that stood out to you?

Holly: Definitely! Some of the most exciting projects were related to object detection in images. When I started graduate school, I remember reading about the limitations of machine intelligence, particularly in pattern recognition. But now, in such a short amount of time, that limitation has been significantly reduced. One of our final projects was about image segmentation, where we used an open-source model developed by Meta Research. This model, trained on billions of images, can quickly segment and identify objects. Working with such a powerful tool was not only impressive but also incredibly fun. It really showcased how much progress has been made in AI and machine learning.

Interviewer: How has the bootcamp experience prepared you for real-life data challenges and industry demands?

Holly: Being exposed to so many different use cases and applications has definitely broadened my perspective. For me, it’s about the versatility of data science and how it can be applied across various industries. While I still see myself continuing in the space physics domain, I recognize that the future of space exploration will be closely tied to AI. This experience has shown me that I can bridge my passion for space with my interest in AI, moving from pure research into more industrial applications that integrate both fields. Data science is so in demand that it feels like a wide-open field, offering the freedom to choose where I want to make an impact.

Interviewer: What led you to choose this particular bootcamp, and what aspects of the program did you find most beneficial?

Holly: I initially heard about the bootcamp through the Women's Coding Network, Women Plus+, an organization I was already familiar with and trusted. Their partnership with Constructor and the comprehensive curriculum they offered were big selling points for me. I appreciated the on-site learning environment because it provided a supportive space where I could interact directly with my instructors and peers. Having a structured setting to focus on my studies was crucial for me. At the same time, the hybrid format offered the flexibility I needed to balance personal commitments, which was a significant advantage.

Interviewer: If you had to sum up your experience at the bootcamp in a few words, what would they be?

Holly: I would describe it as stimulating, challenging, supportive, and fun. Plus, I had the chance to make a lot of great friends along the way.

Holly’s program experience underscores the transformative power of hands-on learning and the vast potential of AI to revolutionize traditional industries. Her enhanced understanding of data science opens up exciting opportunities, especially when integrating AI solutions. With her passion and newly acquired skills, Holly is well-positioned to make a significant impact in the space exploration industry.