The Role of Analytics in Shaping the Future of MLOps

The Role of Analytics in Shaping the Future of MLOps

Author: Brave Software January 22, 2025 Duration: 32:42

Sophia Rowland, Senior Product Manager at SAS, discusses her journey from data science to product management at SAS, focusing on the integration of AI and analytics. She explains the concepts of Model Ops and ML Ops, the challenges organizations face in operationalizing machine learning models, and the critical role of analytics in this process.

Key Takeaways: 

  • Dependency management errors that occur when IT and data science teams work in silos

  • The connection between algorithms and psychology, using data and software to tap into motivation

  • How to discern hype from meaningful advancements in emerging technologies

  • The influence of user behavior on AI adoption

  • Ways to stay updated in the rapidly evolving field of AI

Guest Bio: Sophia Rowland is a Senior Product Manager focusing on ModelOps and ML Ops at SAS. In her previous role as a data scientist, Sophia worked with dozens of organizations to solve a variety of problems using analytics. As an active speaker and writer, Sophia has spoken at events like the AI Summit, All Things Open, SAS Explore, and SAS Innovate; she has also written dozens of articles and blog posts. As a lifelong North Carolinian, Sophia holds degrees from both UNC-Chapel Hill and Duke, including bachelor's degrees in computer science and psychology, and a Master of Science in Quantitative Management: Business Analytics from the Fuqua School of Business. Outside of work, Sophia enjoys reading an eclectic assortment of books, hiking throughout North Carolina, and trying to stay upright while ice skating.

----------------------------------------------------------------------------------------

About this Show:

The Brave Technologist is here to shed light on the opportunities and challenges of emerging tech. To make it digestible, less scary, and more approachable for all!

Join us as we embark on a mission to demystify artificial intelligence, challenge the status quo, and empower everyday people to embrace the digital revolution. Whether you're a tech enthusiast, a curious mind, or an industry professional, this podcast invites you to join the conversation and explore the future of AI together.

The Brave Technologist Podcast is hosted by Luke Mulks, VP Business Operations at Brave Software—makers of the privacy-respecting Brave browser and Search engine, and now powering AI everywhere with the Brave Search API.

Music by: Ari Dvorin

Produced by: Sam Laliberte


Hosted by Brave Software, The Brave Technologist is a series for anyone curious about the real human impact of our digital evolution. It moves past the surface-level buzzwords to ask how technologies like AI, machine learning, and Web3 actually affect everyday decisions, privacy, and the fabric of society. The conversations here are grounded and thoughtful, prioritizing the user's perspective in a landscape often dominated by abstract visions of disruption. You'll hear from builders, thinkers, and technologists who are shaping these tools, discussing not just what is possible, but what is responsible and meaningful. This podcast sits at the intersection of technology, business, and marketing, examining how these forces converge to shape our collective future. It’s for listeners who want to understand the "why" and "for whom" behind the code, offering a nuanced take that is often missing from tech commentary. Tune in for a deeper, more inclusive dialogue about the systems that are redesigning our world.
Author: Language: English Episodes: 100

The Brave Technologist
Podcast Episodes
Community-Owned Media: How Coinage Is Reshaping the Creator Economy [not-audio_url] [/not-audio_url]

Duration: 32:27
Zack Guzman, founder of Trustless Media and host of Coinage, shares how he's using Web3 technology to transform the relationship between creators and their audiences through a community ownership model. He shares the inn…
How AI Agents Will Turn Freelancers Into Orchestrators With UpWork [not-audio_url] [/not-audio_url]

Duration: 27:37
Andrew Rabinovich, VP and Head of AI and Machine Learning at UpWork, discusses how artificial intelligence is transforming freelance work into a human-machine partnership that amplifies rather than replaces talent. He al…
Preparing the Next Generation for AI [not-audio_url] [/not-audio_url]

Duration: 34:56
John K Thompson, Global AI Leader at EY, addresses pressing questions about education, regulation, and society's AI readiness. He challenges the traditional educational divide between technical and creative disciplines a…
How Hyatt is Personalizing the Guest Experience with GenAI [not-audio_url] [/not-audio_url]

Duration: 19:07
Rooshana Purnyn, Director of Data Architecture and Platform Engineering at Hyatt, discusses the potential of Generative AI in the hospitality sector, and how Hyatt is integrating AI to enhance guest experiences in their…
AI in Legislation and How NYC Uses Data Science to Drive Policy [not-audio_url] [/not-audio_url]

Duration: 26:46
Alaa Moussawi, Chief Data Scientist for the New York City Council, shares how AI is reshaping legislative processes through smarter, data-driven laws. He discusses the council's use of Retrieval-Augmented Generation (RAG…
The Future of Marketing and Creative Processes in an AI-Driven World [not-audio_url] [/not-audio_url]

Duration: 28:22
Daniel Hulme, Chief AI Officer at WPP, discusses the transformative role of AI in marketing, leadership, and society. We explore the use of synthetic audiences, ethical considerations of AI, and the future of work influe…
The EU's Approach to Digital Policy and Lessons Learned From The GDPR [not-audio_url] [/not-audio_url]

Duration: 50:36
Kai Zenner, Head of Office and Digital Policy Adviser for German Member of the European Parliament Axel Voss, discusses the emerging regulatory landscape for artificial intelligence in Europe and its implications for inn…