talk: Privacy in ML/AI in Smart Environments, 2-3pm Tue 9/19
ITE 325b ITE, UMBC
IEEE Sponsored Event
Bringing Privacy into the Picture: New Optimization Goals for ML/AI in Smart Environments
University of Central Florida
2:00-3:00pm ET, Tuesday, Sept 19, 2023
ITE 325b ITE, UMBC
check back for online link
Smart assistive environments adapt to the needs and preferences of disabled or elderly users who need help with the activities of daily living. However, the needs and requests of users vary greatly, both due to personal preferences and type of disability. As handcrafting an environment is prohibitively expensive, in recent years significant research was done in systems that use machine learning to create a predictive model of the user. Machine learning, however, typically requires large amounts of data. A stand-alone smart environment, however, only has access to the data collected from its user since it was deployed. A possible solution is to perform centralized, cloud-based learning by pooling the training data collected from multiple users. However, uploading data collected from the personal habits of elderly and disabled users creates significant security and privacy concerns.
In this talk, we investigate the type of data sharing necessary for learning user models in smart environments and propose several novel considerations. We point out that data sharing is only ethical if the user derives a benefit from it. This implies that the decision to share data must be periodically revisited, it is not a commitment extending indefinitely in the future. We study the data sharing decisions made by users under several machine learning frameworks: local, cloud, and federated learning. We show that most users only benefit from data sharing for a limited interval after the deployment of the system. We also investigate machine learning techniques that predict whether the user will benefit from sharing the data before the data is shared.
Damla Turgut is Charles Millican Professor and Chair of Computer Science at the University of Central Florida (UCF). She is the co-director of the
AI Things Laboratory. She held visiting researcher positions at the University of Rome ``La Sapienza'', Imperial College of London, and KTH Royal Institute of Technology, Sweden. Her research interests include wireless ad hoc, sensor, underwater, vehicular, and social networks, edge/cloud computing, smart cities, smart grids, IoT-enabled healthcare and augmented reality, as well as considerations of privacy in the Internet of Things. Dr. Turgut serves on several editorial boards and program committees of prestigious ACM and IEEE journals and conferences. Her most recent honors include the NCWIT 2021 Mentoring Award for Undergraduate Research (MAUR), the UCF Research Incentive Award, and the UCF Women of Distinction Award. Since 2019, she serves as the N2Women Board Co-Chair where she co-leads the activities of the N2Women Board in supporting female researchers in the fields of networking and communications. She is an IEEE ComSoc Distinguished Lecturer, IEEE Senior Member, ACM Senior Member, the Chair of the IEEE Technical Committee on Social Networks, and the Chair of the IEEE Technical Community on Computer Communications (TCCC).
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IEEE Sponsored Event Bringing Privacy into the Picture: New Optimization Goals for ML/AI in Smart Environments Dr. Damla Turgut University of Central Florida 2:00-3:00pm ET, Tuesday,...
https://events.vtools.ieee.org/m/374300
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Mon, 18 Sep 2023 16:43:47 -0400
Intern of the Week: Adishree Pandey
Check out Adishree's internship!
Name: Adishree Pandey
Pronouns: she/her
Semester of Internship: Summer 2023
Major: Data Science
Current Class Level: Master’s Student
This semester I completed a(n)...: Internship
Internship, Co-op, or Research Site (Company/Organization Name): Maryland Department of Health
Location of the Organization (City, State): Baltimore, MD
Title of position: Jr. Data Analyst Intern
Tell us about your internship, co-op, or research opportunity, including your day-to-day responsibilities:
During my internship as a Data Analyst at the Maryland Department of Health, my daily responsibilities involve a variety of tasks aimed at supporting data-driven decision-making and improving healthcare outcomes. A significant portion of my time is spent engaging with stakeholders, which includes discussing data requirements, understanding their analytical needs, and presenting insights derived from data analysis.
In addition to stakeholder interactions, I dedicate time to learning and skill development. This involves staying updated with the latest data analysis techniques, tools, and healthcare trends. I continuously work on enhancing my proficiency in data manipulation, statistical analysis, and data visualization.
My core duties as a Data Analyst revolve around handling and processing large datasets related to public health. This entails data cleaning, transformation, and preparation for analysis. I conduct statistical analysis to identify trends, patterns, and correlations within the data, which can provide valuable insights for decision-makers.
Furthermore, I contribute to creating reports and dashboards that effectively communicate findings to both technical and non-technical audiences. These visualizations help stakeholders comprehend complex information and make informed decisions based on data-driven insights.
Overall, my internship experience at the Maryland Department of Health has allowed me to engage with real-world healthcare data, collaborate with stakeholders, and develop my analytical skills, contributing to both personal growth and the improvement of healthcare services.
Describe the process of obtaining your position. When did you hear of the position and submit your application?
I learned about the Data Analyst position at the Maryland Department of Health through Handshake, a platform that connects students and job seekers with various opportunities. When chosen, I received an official offer letter outlining the terms of the internship, including the duration, compensation, and any specific requirements. Upon reviewing the offer and its terms, I decided whether to accept the position.
What resources did you use to find your current experience?
Handshake
What have you enjoyed the most about your position and organization?
In my role as a Data Analyst at the Maryland Department of Health, there are several aspects that have brought me significant enjoyment and fulfillment. Firstly, the presence of exceptionally supportive mentors within the organization has been invaluable. Their willingness to guide, share insights, and encourage exploration of healthcare data has not only facilitated my professional growth but has also nurtured a sense of belonging within the team.
Moreover, the empowering environment fostered by the organization has allowed me to take ownership of projects and initiatives, instilling a sense of responsibility and pride in my work. This environment, coupled with the meaningful nature of the tasks at hand, has truly emphasized the impact that data analysis can have on public health outcomes.
Through daily interactions and collaborations with a diverse range of stakeholders, from healthcare professionals to policymakers and researchers, I've gained a holistic understanding of the healthcare landscape and how data can be leveraged to drive informed decisions. This networking and exposure to various perspectives have broadened my horizons and underscored the significance of interdisciplinary cooperation in achieving healthcare goals.
The role has provided ample opportunities for enhancing my technical skills, including data manipulation, statistical analysis, and data visualization. These skills, honed through hands-on experience with real-world datasets, not only contribute to the quality of my work but also position me at the forefront of data analytics advancements.
Additionally, the intersection of data analysis and public health has allowed me to witness the tangible impact of my contributions. Whether it's identifying patterns in disease trends or evaluating the effectiveness of interventions, the realization that my work contributes to the well-being of communities adds a deeper layer of meaning to my role.
Lastly, the Maryland Department of Health's commitment to continuous learning has exposed me to various workshops, seminars, and networking opportunities. These avenues for growth ensure that I remain up-to-date with emerging trends and best practices, further enriching my experience and skillset.
How do you believe you have made an impact through your work?
I believe I've made a tangible impact through my work as a Data Analyst by consistently adopting a proactive approach, leveraging my strong understanding of analytical skills and domain knowledge. This proactive mindset has enabled me to identify opportunities for process improvement and uncover insights that contribute to informed decision-making. Moreover, my dedication to mastering data analysis tools and techniques has allowed me to efficiently process and extract valuable information from complex datasets.
I've also been successful in making a positive impression on my mentors and colleagues. By actively seeking feedback and implementing suggested improvements, I've demonstrated my commitment to personal and professional growth. This engagement has not only contributed to a collaborative and constructive work environment but has also resonated with my mentors, leading to productive and meaningful interactions.
Ultimately, the combination of proactive involvement, skillful analysis, and a receptive attitude has enabled me to contribute to the organization's goals and initiatives, fostering a sense of accomplishment and satisfaction in the impact I've been able to make.
What advice would you give to another student who is seeking an internship or similar experience?
For students seeking an internship or a similar valuable experience, there are several key pieces of advice that can greatly enhance your chances of success. First and foremost, networking strategically is crucial. Attend industry events, career fairs, and workshops to connect with professionals in your desired field. Utilize platforms like LinkedIn to foster meaningful connections and stay informed about potential openings.
Skill improvement should be a consistent priority. Stay updated with the latest tools and technologies relevant to your field through online courses, tutorials, and workshops. Put your skills into practice by working on personal projects or participating in online competitions. These not only demonstrate your practical abilities but also highlight your initiative and dedication to self-improvement.
Crafting a strong resume and profile is essential. Tailor your resume to emphasize skills, experiences, and achievements pertinent to the position you're aiming for. Similarly, curate a professional LinkedIn profile that showcases your strengths and experiences, making it easier for recruiters to discover your potential.
Research thoroughly before applying to companies or organizations. Customize your applications to reflect your understanding of their values, goals, and how you can contribute. Leverage career services provided by your educational institution for guidance on finding internships, improving your resume, and honing your interview skills.
Speaking of interviews, practice is key. Prepare by rehearsing common interview questions and developing concise yet impactful responses. During interviews, emphasize your enthusiasm, adaptability, and problem-solving capabilities to leave a lasting impression.
Persistence and patience are essential virtues during your search. The process can be competitive and time-consuming, so stay persistent and maintain a positive attitude even in the face of rejections. Each interaction and application is an opportunity for growth and learning.
Ultimately, internships and similar experiences are not just about showcasing your skills; they're about learning, adapting, and growing as a professional. By strategically networking, continuously improving your skills, engaging in projects, optimizing your resume and profile, researching opportunities, refining interview skills, and maintaining a resilient outlook, you'll be well-equipped to embark on a successful journey towards securing a meaningful internship.
Please provide a short reflection or quote about what you liked most about your position / earning internship credit / working with the Career Center.
Amidst the journey of securing an internship, I realized that the true essence lies in the ceaseless commitment to personal growth. Every endeavor is a canvas on which you paint your progress, never ceasing to transform into the best version of yourself.
Do you want the chance to be the next Intern of the Week? Fill out this form to be considered!
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Name: Adishree Pandey Pronouns: she/her Semester of Internship: Summer 2023 Major: Data Science Current Class Level: Master’s Student This semester I completed a(n)...:...
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Mon, 18 Sep 2023 11:28:40 -0400
Undergraduate Research: Garrett Hill, Martenlab
Four-peat URA Scholar Studies Drug Design Using Fungi
** Originally published in UMBC's Undergraduate Research Group**
Meet Garrett Hill, a FOUR-TIME URA Scholar!
Garrett attended Mount Hebron High School in Howard County, where he had the opportunity to participate in the Biotechnology Career Academy at the Applications and Research Laboratory (ARL) program and conduct research at UMBC during his senior year at Hebron. He is a senior Biochemistry and Molecular Biology major, a Meyerhoff Scholar, and conducts research in the Marten lab.
Research Title: Characterization of the PrkA Protein Kinase in Aspergillus nidulans
Describe your project:
My project aims to investigate the way that mold repairs its cell wall after damage and how the cell organizes structures related to this repair. New understandings gained through this research can contribute to how we use fungi to make drugs and enzymes and may even help others to design new antifungal medications.
Who is your mentor for your project?
I work with Dr. Mark R. Marten in the Department of Chemical, Biochemical, and Environmental Engineering. As a high school senior, I was a part of a program that allowed me to participate in research at neighboring institutions, and I came across Dr. Marten and his lab when searching for research I may be interested in. After meeting and talking about the work done in the lab, something that stood out to me was how Dr. Marten stressed the importance of project ownership. Being the “expert” in the lab on a project gives students a unique level of both responsibility and drive, and this is what drew me to joining his lab.
How did you become interested in this project?
Before starting work on this project, I had assisted some graduate students with their projects, and that’s when I learned that I had an interest in both the molecular genetics and the fluorescence microscopy that we do in our lab. This project seemed to combine both interests, so I decided to choose it when looking for a project of my own.
What has been the hardest part about your research/what was the most unexpected thing about being a researcher?
Something that really took getting used to was the number of setbacks I faced in my project. I quickly learned that in research, it takes many tries to get something right, and failure became much more familiar to me throughout my journey as an undergraduate researcher.
What has been the most rewarding part?
I am very grateful to have had the opportunity to engage in research at almost every stage a projects life. I started with comprehensive literature reviews, where I then formulated my own hypotheses, and under the guidance of my mentor, I designed experiments to test these hypotheses. I also got experience communicating my science in conferences and presentations, allowing me to get a great view of what research really feels like.
How will you disseminate your research?
I plan to present my research next spring at URCAD and look forward to the prospect of attending conferences to potentially present my work.
What is your advice to other students about getting involved in research?
I think getting involved in research can seem a little daunting at first, so I would recommend that people just take the leap! There is a lot of exciting research being done at UMBC, so I would say to just see what’s out there and if something seems interesting, reach out to the lab to see if you can get involved. Now is the time to experiment and see what you want to do in your career, and there are many mentors here that could help you on that journey.
What are your career goals?
After graduating UMBC, I plan to pursue a PhD in microbiology. The prospect of staying in academia and becoming a mentor for others is exciting to me, but I also look forward to exploring what other career paths I might be able to follow after graduate school.
Read more about UMBC's URA Scholars:
ur.umbc.edu
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** Originally published in UMBC's Undergraduate Research Group** Meet Garrett Hill, a FOUR-TIME URA Scholar! Garrett attended Mount Hebron High School in Howard County, where he had the...
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