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LLM Security

Posted Sep 28, 2023 | Views 689
# tsbootstrap
# LLM Security
# GeniA
# developyours.com
# elsevier.com
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Sankalp Gilda
Machine Learning Engineer @ DevelopYours

Sankalp is a machine learning engineer focused on innovative time series forecasting and predictive analytics solutions. With over six years of experience in data science and machine learning, He has a strong background in uncertainty quantification, explainable AI, and time series forecasting.

Sankalp's Ph.D. in Astronomy involved analyzing complex astrostatistics datasets. He has since applied machine learning techniques to diverse problems including galaxy formation, stellar characterization, cryptocurrency trading, and stock return modeling.

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Raahul Dutta
MLOps Lead @ Elsevier

Raahul Dutta is an MLOps Lead at Elsevier. he has around 8+ years of experience in transforming the Jupyter Notebooks into low-latency, highly scalable - production standard endpoints, and he implemented various ML/AI models and pipelines (30+) and exposed them. He was associated with Oracle, UHG, and Philips. He is a proud author of 13 patents in the ML, BMI, and chatbot domains. He enjoys riding motorbikes and lives in Amsterdam with his partner.

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Uri Shamay
Software Alchemist @ Null

Uri is a diverse technology enthusiast, hacker in my soul, tech lead, and system architect. He's an experienced software engineer specializing in polyglot programming, building and architecting a wide variety of systems and infrastructures in multi-cloud environments, massively distributed, secured, and high-performance systems. His previous roles included both technology leadership and leading software engineers. In Uri's last role, he was the co-founder and chief architect of @Spectral, which was acquired by Check Point. Beyond Uri's technical endeavors, he's a dedicated community contributor and has founded multiple developers' communities.

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Ben Epstein
Founding Software Engineer @ Galileo

Ben was the machine learning lead for Splice Machine, leading the development of their MLOps platform and Feature Store. He is now a founding software engineer at Galileo (rungalileo.io) focused on building data discovery and data quality tooling for machine learning teams. Ben also works as an adjunct professor at Washington University in St. Louis teaching concepts in cloud computing and big data analytics.

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SUMMARY

Robust Resampling for Time Series Analysis: Introducing tsbootstrap

Time series data is ubiquitous across science, engineering, and business. Proper statistical analysis of time series requires quantifying uncertainty in models and forecasts. Bootstrapping is a powerful resampling technique for this, but classical bootstrap methods fail for time series because they disrupt dependencies. This talk introduces tsbootstrap, an open-source Python library implementing state-of-the-art bootstrapping tailored for time series. It covers essential techniques like block bootstrapping along with cutting-edge methods like Markov and sieve bootstrapping. We'll provide an intuitive overview of key time series bootstrapping approaches and demonstrate tsbootstrap functionality for resampling financial data. Users can leverage tsbootstrap for robust confidence intervals, model validation, and distribution-free inference.

LLM Security is Real Topic - Safeguard Large Language Model Fortresses!!!

Let's highlight a comprehensive agenda addressing the security and ethical challenges of deploying Large Language Models (LLMs). We'll cover topics ranging from LLM security and the risks of prompt injection, denial of service, and model theft to concerns surrounding insecure plugins and overreliance on LLMs. The agenda also includes strategies for tackling these issues and explores data poison mitigation through differential privacy.

GeniA: Your Engineering Gen AI Team Member

In this talk, Uri introduces a new OSS we've developed named GeniA, and discusses its role as an enabler for the future of platform engineering using Gen AI.

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