Privacy-Preserving Machine Learning

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Preserving Privacy in Large Language Models

Large language models (LLMs) have emerged as a transformative technology in the field of artificial intelligence (AI), enabling advanced natural language processing (NLP) tasks and generative capabilities. These models, such as OpenAI’s GPT-3.5 and Meta’s Llama 2 have shown remarkable proficiency in generating human-like text and demonstrating a deep understanding of language patterns. In this chapter, you will learn about closed source and open source LLMs at a high level, privacy issues with these LLMs, and state-of-the-art (SOTA) research in privacy-preserving technologies for LLMs.

We will cover the following main topics:

• Key concepts/terms used in LLMs
  • Prompt engineering: Sentence translation ...