Isha is a Senior Data Scientist at Vail Systems with over eight years of experience in fraud detection and credit risk within global institutions like UBS and Credit Suisse. A graduate of the University of Chicagos Applied Data Science masters program, she builds scalable machine learning ecosystems. Colleagues describe her as dedicated, professional, and hard-working.
Driven by a passion for continuous learning, Isha frequently completes advanced specializations in Generative AI and Sustainable AI. She actively shares her knowledge, including insights from building production-style RAG systems from scratch and her thoughts on the importance of organizational behavior in business, demonstrating a commitment to professional growth and thought leadership.
She recently built a production-style Retrieval Augmented Generation (RAG) system from scratch, using real arXiv research papers to ground AI-generated answers.
Read the full overview →Behavioral traits and communication patterns that shape how this person evaluates opportunities, builds trust, and makes decisions in professional settings.
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