Example Pecha Kucha Slides

med24w24/w24

WT

5 dpf BBC One

Dash et al., 2021 and unpublished

Weather forecasts Sub-seasonal forecasts

Poor forecast skill but important to us

Seasonal forecasts

Number 9

Number 9

Adapted from figure by Tony Barnston

Online Adaptation

Game Theory & Mechanism Design

Power Systems

Risk-Sensitivity

Microeconomics

AI & ML

Nonlinear Modeling

Autonomy

Multi-Agent Autonomy

Control

Offline Learning

Verifiable & Interpretable AI

Seetal Potluri Assistant Professor, Department of ECE, College of Nanotechnology, Science, and Engineering, Contact: spotluri@albany.edu

Computer Hardware Security Figures of Merit AI Hardware Reconfigurability Formal Guarantees Reliability

• Vertical Integration of Sensors, Data Collection, and Analysis • Usual goal is to answer questions quickly enough to be useful to those in the field • Machine Learning is changing the kinds of questions we can answer in actionable time in the field

Phung Lai – Department of Cybersecurity, CEHC, UAlbany Privacy & Integrity Attacks Proactive & Personalized LDP

Healthcare

trustworthy inference

ProXFL

Robustness

Private, Robust Explanability & Explainable FL ML Development Frameworks Applications Vision

NLP…

Race and the Declining Lifetime Risk of Incarceration Jason Robey, Michael Massoglia, & Michael Light Risk of Incarceration by Age 38

Black Men

Hispanic Men

White Men

0%

5%

Real Cohort 1999-2019 Synthetic Cohort 1999 Synthetic Cohort 2019 Real Cohort 1999-2019 Synthetic Cohort 1999 Synthetic Cohort 2019 Real Cohort 1999-2019 Synthetic Cohort 1999 Synthetic Cohort 2019

10%

15%

2009

25%

35%

40%

12.8% 12.7% 10.1%

33.7% 35.8% 18.3%

17.4%

Bachelor's Degree

12.8%

Ever Married

16.7%

Ever Incarcerated

12.0%

Bachelor's Degree

17.7%

Ever Married

11.7% 0%

30%

5.9% 4.6% 3.8%

Ever Incarcerated

2019

20%

5%

10%

15%

20%