Simba Khadder and Kevin Petrie discuss strategies to overcome technical debt in implementation, the pivotal role of data in the success of ML projects, navigating regulatory compliance in machine learning, and the future of AI governance.

Collaboration Podcast: The Future of ML Governance and Data Management with Kevin Petrie

Merged LLMs are the future, and we’re exploring how with Mark McQuade and Charles Goddard from Arcee AI on this episode with Jon Krohn. Learn how to combine multiple LLMs without adding bulk, train more efficiently, and dive into different expert approaches. Discover how smaller models can outperform larger ones and leverage open-source projects for big enterprise wins. This episode is packed with must-know insights for data scientists and ML engineers. Don’t miss out!

Interested in sponsoring a SuperDataScience Podcast episode? Email natalie@superdatascience.com for sponsorship information.

In this episode you will learn:
• Explanation of Charles' job title: Chief of Frontier Research [03:31]
• Model Merging Technology combining multiple LLMs without increasing size [04:43]
• Using MergeKit for model merging [14:49]
• Evolutionary Model Merging using evolutionary algorithms [22:55]
• Commercial applications and success stories [28:10]
• Comparison of Mixture of Experts (MoE) vs. Mixture of Agents [37:57]
• Spectrum Project for efficient training by targeting specific modules [54:28]
• Future of Small Language Models (SLMs) and their advantages [01:01:22]

Additional materials: www.superdatascience.com/801

The Super Data Science Podcast: Machine Learning | AI | Success

801: Merged LLMs Are Smaller And More Capable, with Arcee AI's Mark McQuade and Charles Goddard

Welcome to another exciting episode of "AI with Shaily!" 🎉 Your tech-savvy friend, Shailendra Kumar, is here to guide you through the fascinating world of artificial intelligence. Today, we’re exploring Small Language Models (SLMs) like Qwen and Pythia, and how they are transforming edge computing and the Internet of Things (IoT). 🌐

Imagine stepping into your smart home, where IoT devices respond instantly to your commands. This seamless interaction is becoming a reality, thanks to edge computing powered by SLMs. These models, such as Qwen and Pythia, are the quiet champions behind this efficiency, processing data right where it’s generated. This means AI can feel more personal and intuitive, making our lives easier and more connected! 🤖✨

Now, let’s talk about sustainability. Smaller language models are like the eco-friendly light bulbs of the AI world. They shine a light on sustainability by having a significantly lower carbon footprint. Smaller, smarter, and gentler on the environment—how can we not celebrate that? 🌍💚

Democratization is another key topic we can’t overlook. In the past, only large corporations could afford to harness the power of AI. But SLMs are changing that narrative. Their efficiency and affordability open the doors for startups and small businesses to join the AI revolution. It’s akin to giving everyone a golden ticket to a magical factory, but instead of chocolate, it’s all about AI knowledge and tools! 🍫🎟️

Here’s a handy Bonus Tip: If you’re considering integrating AI into your business, start small and local. By deploying SLMs, you can test and tailor AI solutions without needing an expensive supercomputer setup. This approach allows for innovation while keeping costs manageable—smart thinking! 💡💰

So, are SLMs the secret ingredient to making AI as common as pizza toppings? 🍕 Will they continue to enhance access and sustainability in ways we’ve never seen before? That’s a thought worth pondering!

As I wrap up this episode, I’d like to leave you with an inspiring quote: "The best way to predict the future is to invent it." With SLMs, we are indeed crafting a future where AI is accessible, environmentally friendly, and groundbreaking. 🚀

Don’t forget to connect with me on YouTube, Twitter, LinkedIn, and Medium for more in-depth discussions on AI. Subscribe for more insights, and feel free to share your thoughts in the comments. Your ideas might just inspire our next engaging conversation! 💬

Until next time, keep questioning, keep innovating, and as always, stay curious! 🌟

AI Unplugged: How Small Language Models are Revolutionizing Edge Computing and Sustainability

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.

The latest machine learning, A.I., and data career topics from across both academia and industry are brought to you by host Dr. Jon Krohn on the Super Data Science Podcast.

As the quantity of data on our planet doubles every couple of years and with this trend set to continue for decades to come, there's an unprecedented opportunity for you to make a meaningful impact in your lifetime. In conversation with the biggest names in the data science industry, Jon cuts through hype to fuel that professional impact.

Whether you're curious about getting started in a data career or you're a deep technical expert, whether you'd like to understand what A.I. is or you'd like to integrate more data-driven processes into your business, we have inspiring guests and lighthearted conversation for you to enjoy.

We cover tools, techniques, and implementation tricks across data collection, databases, analytics, predictive modeling, visualization, software engineering, real-world applications, commercialization, and entrepreneurship − everything you need to crush it with data science.

Listen to data and analytics leaders share the secrets of their success. Wayne Eckerson, long-time global thought leader interviews guests who run data and analytics programs at Fortune 2000 organizations around the world. Tune in to stay abreast of the latest technologies, techniques, and trends in our fast-paced industry.

New tracks tagged #SLMs