CEO of Protect AI. Prior Worldwide Leader AI & ML at Amazon, VP Machine Learning at Oracle, and CEO of DataScience.com
MLSecOps Community Podcast S2Ep10 "Evaluating RAG and the Future of LLM Security: Insights with LlamaIndex" Watch or listen to the full episode here --> https://lnkd.in/d39JtN53 Hosts Neal Swaelens and Oleksandr Yaremchuk sit down with special guest Simon Suo, co-founder and CTO of LlamaIndex. The group discusses many topics, including: - Challenges and considerations of integrating LLMs into various applications, emphasizing the importance of contextualizing LLMs within specific environments. - The evolution of retrieval-augmented generation (RAG) techniques and the future trajectory of LLM-based applications, including the significance of balancing performance with cost and latency in leveraging LLM capabilities. - LLM security concerns and the critical need for robust input and output evaluation to mitigate potential risks. - The potential vulnerabilities associated with LLMs, including prompt injection attacks and data leakage, underscoring the importance of implementing strong access controls and data privacy measures. - Efforts within the community to address security challenges and foster a culture of education and awareness. Listen or read the transcript here to learn more about the ongoing innovation in large language model-based applications, while remaining vigilant about LLM security considerations ➡️ https://hubs.ly/Q02v63y60 Thanks again for joining and sharing your insights, Simon! Also, stop by and visit Protect AI at RSA and learn more about our MLSecOps community! #MLSecOps #aisecurity #MLSec #airisk #machinelearning #ai #llm h#genai #llamaindex #protectai #cybersecurity #rag
