Machine Learning Engineer - Financial AI & MLOps

Cover Letter

Dear Hiring Manager,

I am writing to express my interest in the Machine Learning Engineer position. With hands-on experience designing, deploying, and scaling AI/ML solutions in financial services and regulated environments, I bring a strong combination of technical expertise and business impact.

In my current role at JP Morgan Chase, I have architected AI-powered solutions including regulatory intelligence platforms, fraud detection models, and RAG-based systems integrated with large language models. I have successfully built and deployed end-to-end machine learning pipelines, developed real-time inference APIs, and implemented scalable solutions using AWS, Spark, and modern MLOps practices such as MLflow, Docker, and CI/CD pipelines.

Previously at Morgan Stanley, I designed predictive models for loan approval and built robust data pipelines that improved decision-making accuracy and operational efficiency. My expertise spans machine learning, NLP, deep learning, and generative AI, along with strong programming skills in Python, SQL, and PySpark. I also bring experience in feature engineering, model evaluation, and building explainable AI systems that align with regulatory requirements.

What excites me most about this opportunity is the ability to leverage advanced AI technologies to solve complex business problems and drive measurable results. I am particularly interested in contributing to innovative projects involving LLMs, agentic AI, and scalable cloud-based ML systems.

I would welcome the opportunity to discuss how my skills and experience align with your team’s goals. Thank you for your time and consideration.

Sincerely, Mayowa Oyewole 309-***-****

**************@*****.***

LinkedIn: www.linkedin.com/in/mayowa-oyewole-02b6b2224