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Oct. 24, 2025, 10:13 a.m.
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From English Literature to AI: A Journey into Data Science and Machine Learning

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Initially passionate about literature and poetry, I began studying English but realized by my third year that medical school wasn’t my true path. This insight led me to explore new fields, where I discovered a fascination with data science, machine learning, and AI—areas that appealed to my love for recognizing patterns and connections, akin to literary analysis. Driven to shift careers, I taught myself coding and AI fundamentals through platforms like Coursera and Udemy, practicing prompt engineering with ChatGPT. Guided by a Tesla AI hiring manager’s mentorship and enhanced by MIT OpenCourseWare studies, I expanded my expertise. Networking and CEO interviews helped me gain internships and full-time roles at AI startups. Encouraged by my father’s support, I realized formal credentials aren’t always essential. My English background enriched my capacity to appreciate diverse perspectives, a vital skill in AI and data science. My journey illustrates how humanities majors can successfully transfer their skills into technology careers.

I was initially drawn to English because of my fascination with the analytical side of critiquing literature and interpreting poetry, which I found highly engaging. Currently, I work at a company that leverages AI for predictive analytics within the insurance sector. My responsibilities include training processors to extract data, which is then organized into templates and databases. Additionally, I work in prompt engineering, gaining insights from extensive medical records and attorney statements. This role marked my transition from studying English to entering the technology field. During my third year of college, I realized that committing to another ten years of education for medical school was not my path. This led me to explore alternative careers, during which I discovered the importance of data science, machine learning, and AI. Data science resonated with me because it resembled my experience in English literature—making connections between data points and evaluating their relationships and impacts. I pursued self-study in data science through platforms like Coursera and Udemy, completing numerous courses to learn coding and deepen my understanding of AI and machine learning. With the emergence of ChatGPT, I extensively experimented with it, further sharpening my prompt engineering skills.

Seeking mentorship, I spoke with a senior AI hiring manager at Tesla. Following her advice, I began studying MIT OpenCourseWare, watching many lectures, completing assignments, and taking practice quizzes. To secure a job, I applied widely and actively reached out to hiring managers and directors. My first job in the AI field came after a conversation with a startup CEO who offered me a position following an interview. Similarly, I landed my current role by reaching out to another startup CEO; our brief interview led to an internship that eventually became full-time employment. Initially, I was apprehensive about moving into tech, worrying about the learning curve before finding a job. However, thanks to my father’s guidance—he works in tech—I understood that one doesn’t necessarily need extensive formal education to master the fundamentals and enter the industry. I have no regrets about majoring in English literature, despite some doubts along the way. One of the greatest benefits of studying English has been developing the ability to consider multiple perspectives, a skill that has been invaluable in AI and data science, where exploring different angles is crucial. I’ve noticed that this mindset is less common in STEM fields, which often focus on a single correct answer. For anyone contemplating a similar shift, I believe it’s vital to identify the elements of your humanities background that you truly enjoy and find ways to apply those skills beyond the field. This approach demonstrates creativity to employers and highlights your ability to transfer knowledge across domains, increasing your value in the job market.


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From English Literature to AI: A Journey into Data Science and Machine Learning

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