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
The Role of AI in Electric Vehicle Charging [not-audio_url] [/not-audio_url]

Duration: 30:04
Diego Pareschi, Global Product Line Manager for EV chargers at ABB, discusses the rapidly evolving field of EV charging technology, focusing on the intersection of user experience, data analytics, and AI. He highlights t…
Operation Pineapple Express Used Signal to Evacuate Afghan Allies [not-audio_url] [/not-audio_url]

Duration: 39:52
Scott Mann, Ret. U.S. Army Green Beret and Founder of Task Force Pineapple, shares his journey from a Special Forces soldier to a storyteller and actor. He detailed his time as a Green Beret who helped form Task Force Pi…
Decentralizing Your Digital Identity With Unstoppable Domains [not-audio_url] [/not-audio_url]

Duration: 32:03
Sandy Carter, COO and Head of GTM at Unstoppable Domains, discusses the potential of on-chain and digitized identities, including real-world examples that highlight shortcomings of current systems. She also reveals detai…
Privacy & Parenting: Your Child's Digital Footprint [not-audio_url] [/not-audio_url]

Duration: 28:38
Debbie Reynolds, Chief Data Privacy Officer and host of "The Data Diva Talks Privacy" podcast, discusses the challenges parents face in protecting their children online, and simple habits users can adopt to take back con…
Building Community in Virtual Social Worlds [not-audio_url] [/not-audio_url]

Duration: 30:59
Yemel Jardi, Co-Founder & Executive Director of the Decentraland Foundation, discusses the evolution of Decentraland from an experimental project to a thriving virtual social world. We also discuss the challenges and opp…