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In this bonus episode of Nutanix CXO Pulse, Nutanix executives go off-script to answer audience questions about Enterprise AI - no prep, no filters. Watch as they randomly draw questions submitted from Season 1 and share candid insights, from AI strategy best practices to what’s next for cloud-native environments.

Nutanix Enterprise Cloud Index www.nutanix.com/enterprise-cloud-index
Nutanix Cloud Interlock: Ask Us Anything event.nutanix.com/cloudinterlock-liveqa/podcast

Unscripted: Nutanix Execs Answer Your Top AI Questions

Artificial intelligence is now a part of everyday business work, from managing data to supporting routine tasks. Kirsten Poon, an AI analyst based in Edmonton, works with companies to find ways to apply AI that match their specific needs. Her focus is on making AI tools clear, practical, and useful in real work situations.

Kirsten Poon from Edmonton Shares 5 AI Points to Understand Before Getting Starte

Welcome to *AI with Shaily*! 🎙️ Hosted by Shailendra Kumar, this show brings you sharp, insightful updates on artificial intelligence and machine learning for curious minds eager to stay ahead. Today’s episode dives deep into the crucial yet often overlooked topic of **data versioning**—the backbone of successful machine learning projects in 2025 and beyond. 📊🤖

Shailendra draws a vivid analogy comparing data versioning to baking a cake 🍰: just like tweaking ingredients or oven temperature needs careful note-taking to replicate the perfect cake, managing datasets with precision is essential for reliable machine learning outcomes. Even tiny changes in data can dramatically impact model performance, making data versioning a superhero cape 🦸‍♂️ for ML teams to track, audit, and improve experiments consistently.

The episode breaks down five best practices for data versioning:

1. **Define what and how granular to version**: Focus on tracking significant changes that affect results, avoiding overload from minor tweaks. This keeps resources optimized while maintaining clarity. 📋✅

2. **Centralize data repositories with clear hierarchies**: Organize raw and processed data in separate, logical spaces—like having distinct shelves for flour and sugar—so data never gets mixed up. 🗂️📁

3. **Leverage modern data version control tools**: Traditional Git struggles with large datasets, but new tools like lakeFS enable seamless tracking of data versions alongside code and models, boosting reproducibility and audit compliance. 🛠️💾

4. **Automate versioning within ML pipelines**: Syncing data snapshots automatically with model experiments reduces manual work and minimizes errors or mismatches. 🤖🔄

5. **Promote collaboration and auditability**: Transparent data change histories improve teamwork across global teams, simplify troubleshooting, and ensure governance policies are met. 🌍🤝

Shailendra shares a personal story about early career challenges when untracked dataset changes caused model performance to vanish mysteriously—an experience that fueled his passion for robust data versioning. Thanks to tools like lakeFS, many ML teams now enjoy harmonious integration of data and model histories. 🎯📈

As a **Bonus Tip**, he recommends integrating data version control with cloud infrastructure ☁️ for scalable, secure, and remote team access—eliminating confusion over which dataset version is the latest.

He leaves listeners with a thought-provoking question: How do you currently track and manage your datasets? Could your approach use a versioning makeover? 🤔

And a memorable closing quote: *“In machine learning, reproducibility is king; data versioning is its crown.”* 👑

If you enjoyed the episode, Shailendra invites you to connect on YouTube, Twitter, LinkedIn, and Medium by searching *Shailendra Kumar*. Subscribe to *AI with Shaily* for more cutting-edge AI news, tips, and discussions. Don’t hesitate to share your thoughts or questions—let’s learn and build better AI together! 🌟💬

Signing off with warmth and encouragement to keep exploring the intelligent path ahead, this is Shailendra Kumar from *AI with Shaily*—where AI meets real life. 🚀🤓

Data Versioning Demystified: The Secret Sauce for Reliable Machine Learning in 2025

For decades, automation has been about machines taking over repetitive, physical tasks. We’ve seen robotic arms assemble cars and conveyor belts streamline logistics. Check more at http://www.cooldeep.ai/

The Silent Co-Worker: How AI Automation is Reshaping the Future of Work

Let’s be honest. Your email inbox is probably a digital graveyard. It’s a cluttered mix of forgotten promotions, obligatory corporate updates, and shipping notifications for that one thing you bought last month. Check more at http://www.cooldeep.ai/

Your Inbox is Boring: It’s Time to Start an AI Newsletter

✨ 2025’s real tech wins? The tools that actually made life easier.
Auto invoice reminders = faster payments 💸
AI handled the boring stuff 🧠
Simple security tweaks kept everything safe 🔐
Cloud tools finally made “work anywhere” real 📱
Smarter team chats cut the noise 💬
Carry these into 2026 for smoother, faster, stress-free work. 🚀

Tech Wins That Actually Made Small Business Life Easier This Year

Building a firm that reflects your values does not happen by accident.

In this episode of Focused on the Future, host  Suzanne Siracuse talks with Julia Carlson, founder and CEO of Financial Freedom Wealth Management Group, about creating an inclusive culture, serving clients without traditional minimums and using technology to strengthen relationships. Julia also shares insights from her new book, Let’s Get You Fired, which helps entrepreneurs step back so their companies can grow.

Julia also describes how she built Financial Freedom from the ground up, why she hires from her client base, how the Inspired Wealth program supports emerging investors, and how AI is reshaping client service and advisor training.

Key takeaways:

- How Julia went from a 19-year-old bank teller to launching Financial Freedom Wealth Management at age 23
- The way her own “misfit” experience sparked an inclusive, values-driven culture that hires from unexpected places
- How the Inspired Wealth program lets the firm serve people below traditional asset minimums while staying profitable through revenue-based design and focused coaching
- Why her upcoming book Let’s Get You Fired helps entrepreneurs step back, build strong teams, and grow values-based and valuable companies with a strong lens on generosity
- How JUMP AI, Salesforce and Microsoft Copilot are reshaping notetaking, prep, training and client experience while freeing advisors to focus on real conversations

Resources:

Listen to Focused on the Future on WealthManagement.com: https://bit.ly/4m0yHnC 
Subscribe and listen to Focused on the Future on Apple Podcasts: https://bit.ly/3EJ5MUe 
Subscribe and listen to Focused on the Future on Spotify: https://bit.ly/44jXhJI 

Connect With Suzanne Siracuse:
 
LinkedIn: Suzanne Siracuse: https://bit.ly/4e8Zyt0 
Twitter: Suzanne Siracuse: https://x.com/suzsiracuse 
Email: Suzanne@suzannesiracuse.com

Connect With Julia Carlson:
 
Website: Financial Freedom Wealth Management Group - https://www.financialfreedomwmg.com/ 
LinkedIn: Financial Freedom Wealth Management Group - https://bit.ly/49YHuTa 
Website: Julia Carlson - https://www.thejuliacarlson.com/ 
LinkedIn: Julia Carlson - https://www.linkedin.com/in/thejuliacarlson/ 
Books by Julia Carlson - https://www.thejuliacarlson.com/books 

About Our Guest:

Julia Carlson is the Founder and CEO of Financial Freedom Wealth Management Group, LLC. She founded the firm at the turn of the century, and with its successes, she has become a thought leader in the financial industry. Julia is an entrepreneur, speaker, author, educator and expert on the investment landscape. She is recognized as being especially knowledgeable on topics relating to tax strategies for retirement and distribution planning, as well as exit planning for business owners.

Julia has been identified as an InvestmentNews 2020 Women to Watch honoree. She was also recognized as one of Forbes’ 2018-2022 Top Women Wealth Advisors as well as a 2018-2021 Top Wealth Advisor Mom by Working Mother magazine and SHOOK Research. Furthermore, Julia provides her knowledge through a financial column in a local newspaper. She actively participates in her community as a Rotary member, Chamber of Commerce member and Vice President for the Pacific Communities Health District Foundation Board. Julia works from our office in the beautiful coastal community of Newport, Oregon, where she resides with her husband and their three children.

Julia has been interviewed by Barron’s, Forbes, Financial Advisor Magazine, CIO Views, MSN, Reuters, InvestmentNews, USA Today, yahoo! Finance, TD Ameritrade Network and Nasdaq.

Julia is an Investment Advisor Representative and Registered Principal with LPL Financial. She has her Series 24, 7, 63 and 66 Securities registrations held with LPL Financial, as well as her state Life and Health Insurance licenses.

Leading With Values, Growing With Intention with Julia Carlson

Created a radio spot for a fictional airline brand, “Pride Air.” The voiceover was generated using AI for quick concept development, paired with an energetic EDM bed and carefully layered SFX to capture the excitement and feeling of a sunny holiday getaway.

Pride Air - Spot Production

The Nutanix Community Podcast is a weekly podcast. It is an informal and technical look at topics around Nutanix, Cloud and the online IT community. It will serve as a campfire and coffee shop for the extended Nutanix community.

Unlock the secrets of data mastery with Shailendra, a 27-year veteran in AI, ML, and Data Science, driving AU$ 6 Billion in transformative value. As the author of 'Making Money out of Data,' their strategies redefine digital success. With expertise honed at IBM and Accenture, they drive innovation and data monetization. Explore how loyalty programs like Flybuys and Everyday Rewards revolutionize business—connect with Shaily today.

Kirsten Poon is an artificial intelligence (AI) analyst from Edmonton with experience in designing, developing, and deploying AI in commercial and industrial environments. Kirsten Poon is passionate about solving complex problems using data-driven methods and has successfully led interdisciplinary teams in enterprise settings. Kirsten builds scalable AI systems, troubleshoots deployment challenges, and works closely with data scientists and AI experts. Her focus is on helping businesses stay current by integrating the latest AI technologies into their workflows for improved performance and innovation.

Producer | Composer | Engineer | Musician
Recording Credits: SHREK2, COUNTING CROWS, SEAL, LISA STANSFIELD, SUGABABES in LA, NYC & UK. Session Violinist/Fiddle Player. Worked on GRAMMY Nominated songs. Very versatile in playing styles - Pop, Rock, Indie, Folk, Country, Hip-Hop, Soul, Classical.

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