The AI Summit will define AI and its key components, providing public works professionals with a clear understanding of the terminology and areas of public works already being impacted. Attendees will explore the various engines within AI systems, such as neural networks and machine learning, and consider how AI is trained using data, including the role of large language models. The Summit will also examine the ethical and legal challenges AI presents, addressing risks such as training bias and cybersecurity, while equipping participants with strategies to mitigate these issues. Day two will feature presentations from public works professionals discussing real-world AI applications in different technical areas, followed by an open forum for attendees to share insights, experiences, and next steps for AI in their workplaces. This comprehensive program will demystify AI, facilitate conversations around its future, and offer opportunities for knowledge sharing and collaboration.
Session 2: How AI systems are developed and trained (generative, non-generative/machine learning, etc.)
Learning Objectives:
• Describe the engines within AI systems (neural networks, machine learning, deep learning, etc.).
• Identify the role of data (especially big data) in training AI systems—how much is needed, what quality control must be done, and so forth.
• Explain what large language models (LLMs) are and how transformer models are part of LLMs.
Additional Sessions from the AI Summit are available on the Resource Center
AI Summit-Defining AI and Its Key Components
AI Summit-AI in Public Works Presentation Series
AI Summit-Addressing the ethical and legal considerations and potential impacts of AI in public works, while managing resistance to AI in the workplace
Links/Handouts:
Speakers:
Steve Cacioppo
Senior GIS Analyst
Douglas County GIS
Chris Lareau
Co-Founder and COO
Vue Robotics
Moderator:
Tracy Warner
Deputy Director of Development Services
Pima County, Arizona
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Proficiency Levels
Introductory
Focuses on a general or broad overview of the topic, awareness of basic factual recall. Limited experience of the subject matter is necessary to understand content areas.
Applied
Focuses on practical implementation of technical steps or strategies, some prior knowledge and experience of the topic is necessary.
Advanced
Mastery of basic concepts associated with an area has been obtained. Focuses on understanding nuances, advanced concepts, and intricacies with implementation within knowledge area. Strong understanding of how the concept impacts other factors or areas of operations.
Program Types
CLL
Click, Listen & Learn (CLL) are interactive educational webinars. Each program is led by top experts in the field who share new ideas, methods, and technologies in a fast-paced two-hour time frame. These programs are available free to APWA members. CLL programs are eligible for continuing education units (CEUs).
Primer
Primers are used to educate policymakers about public works roles and responsibilities in public rights of way, the impact of federal workforce development policies on the industry and workforce, and the importance of resilient infrastructure.
PWX
PWX session recordings cover a wide variety of topics, including integrating modes of transportation, traffic and transit, construction management, emergency management, engineering and technology, fleet and facilities, management, parks and grounds, snow and ice control, and stormwater/flood control, as well as solid waste, roads and bridges and water/wastewater. PWX sessions are eligible for continuing education units (CEUs).
Reporter Articles
APWA Reporter articles are written by public works practitioners on subjects such as solid waste management, water resources, municipal engineering, transportation, equipment services, buildings and grounds, snow removal, and other public works-related topics.
Snow
The Snow Conference session recordings feature public works professionals sharing the latest best practices in managing winter/snow operations more successfully, taking advantage of emerging technologies, understanding and preparing for the challenges ahead, and providing better service to their communities. Snow sessions are eligible for continuing education units (CEUs).
Tech Boxes
A tech box is a PDF take-away that provides information in lists, steps, or defined areas specifically focused on trending technologies.
Virtual Program
Virtual programs are live, interactive educational programs led by top experts in the field who provide timely information or address trending topics within an area. Programs often conclude with an open forum for Q&A.