https://dasarpai.github.io/tags/federated-learning/Recent content in Federated Learning onHugo -- gohugo.ioenhari@dasarpai.com (Dr. Hari Thapliyaal)hari@dasarpai.com (Dr. Hari Thapliyaal)© 2026 Dr. Hari ThapliyaalThu, 07 Aug 2025 00:00:00 +0000https://dasarpai.github.io/dsblog/safeguarding-pii-when-using-llms-alternative-investment-banking/Thu, 07 Aug 2025 00:00:00 +0000hari@dasarpai.com (Dr. Hari Thapliyaal)https://dasarpai.github.io/dsblog/safeguarding-pii-when-using-llms-alternative-investment-banking/<p> <figure> <img class="my-0 rounded-md" loading="lazy" src="https://dasarpai.github.io/assets/images/dspost/dsp6288-Safeguarding-PII-When-Using-LLM.jpg" alt="" /> </figure> </p> <h1 class="relative group"><strong>Safeguarding PII When Using LLMs in Alternative Investment Banking</strong> <div id="safeguarding-pii-when-using-llms-in-alternative-investment-banking" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700" style="text-decoration-line: none !important;" href="#safeguarding-pii-when-using-llms-in-alternative-investment-banking" aria-label="Anchor">#</a> </span> </h1> <h2 class="relative group">1. Introduction <div id="1-introduction" class="anchor"></div> <span class="absolute top-0 w-6 transition-opacity opacity-0 ltr:-left-6 rtl:-right-6 not-prose group-hover:opacity-100"> <a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700" style="text-decoration-line: none !important;" href="#1-introduction" aria-label="Anchor">#</a> </span> </h2> <p>The financial services industry—particularly <strong>Alternative Investment Banking</strong> is undergoing a rapid transformation driven by <strong>Generative AI</strong> and <strong>Large Language Models (LLMs)</strong>. From parsing complex fund agreements to summarizing investor reports, LLMs promise significant efficiency gains.</p>