MLOps Community
timezone
+00:00 GMT
Livestream
MLOps Community Mini Summit #1
# Mini Summit
# Virtual Meetup

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.

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.


Speakers
Ben Epstein
Ben Epstein
Founding Software Engineer @ Galileo
Raahul Dutta
Raahul Dutta
MLOps Lead @ Elsevier
Uri Shamay
Uri Shamay
Software Alchemist @ Null
Sankalp Gilda
Sankalp Gilda
Machine Learning Engineer @ DevelopYours
Agenda
Track View
4:00 PM
4:10 PM
Stage 1
Opening / Closing
calendar
Intro
Ben Epstein
4:10 PM
4:25 PM
Stage 1
Presentation
calendar
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.

+ Read More
Raahul Dutta
4:25 PM
4:40 PM
Stage 1
Presentation
calendar
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.

+ Read More
Uri Shamay
4:40 PM
4:55 PM
Stage 1
Presentation
calendar
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.

+ Read More
Sankalp Gilda
4:55 PM
5:00 PM
Stage 1
Opening / Closing
calendar
Q&A
5:00 PM
5:15 PM
Stage 1
1:1 networking
calendar
Networking
Event has finished
September 27, 4:00 PM, GMT
Online
Organized by
MLOps Community
MLOps Community
Event has finished
September 27, 4:00 PM, GMT
Online
Organized by
MLOps Community
MLOps Community