Utilizing AI S.2 Ep.20: Expanding ML Models Beyond Current Limits with Groq
Machine learning models have grown tremendously in recent years, with some having hundreds of billions of data points, and we wonder how big they can get. How do we deploy even bigger models, whether it’s in the cloud or using captive infrastructure? Models are getting bigger and bigger, then are distilled and annealed, and then grow bigger still. In this episode, Dennis Abts of Groq discusses the scalability of ML models with Stephen Foskett and Chris Grundemann. HPC architecture and concepts are coming to the enterprise, enabling us to work with unthinkable amounts of data. But we are also reducing the precision and complexity of models to reduce their size. The result is that businesses will be able to work with ever-larger data sets in the future…
Chris is one of the most brilliant technologists and charismaticspeakers I’ve met in a long time. He’s an absolute creative, has amind focused on solutions, and is driven by a deep belief in whathe does. He’s both an inspirational leader and great colleague. I’d work with Chris again any day of the week.
Lia Kiessling, Internet Society
I’ve never met anyone who worked as hard as he did at learning and absorbing new skills and technologies and then applying them to his work. He’s a very fast learner and an asset to anyone who has the fortune to work with him.
Kaelyn Bowman, Virtella Communications
Working with Chris has been a real pleasure. He is open, friendly, intelligent, discreet, skilled, productive, driven, resourceful and trustworthy! Our organisation has really benefitted from Chris’s skills and knowledge.
Howard Baggott, Internet Society
Chris isvery knowledgeable, is always willing to explain and discuss, andis great at pulling together everyone’s input and moving things forward. Working with him has been a great experience.
Lisa Ruby, Motorola
Chris is a compelling leader that raises up those working for him, a knowledgeable technologist that can offer insight and guidance, and a eloquent speaker than can both lead discussions and present. If looking for someone to lead an organization to the next level, Chris’ input and direction would be invaluable. His knowledge of networking and the ability to identify what needs to be done next, then acting on it are also strong suits for Chris.
Don MacVittie, Ingrained Technology, LLC
Chris is just phenomenal. I met him a few years ago when he was starting with GigaOm and I saw him becoming one of the pillars of this organization in months. He is committed, talented, organised and full of enthusiasm. I don’t know how he manages it, but looks like his days are 36 hour long! In fact, he is not only a good manager but he has a boatload of other activities in parallel: blogs, podcasts, events, videos, and more. All developed with quality and users in mind. I enjoyed working with him and this collaboration also taught me a lot.
Enrico Signoretti, Juku consulting
It was a pleasure to work with Chris. Chris possesses verydetailed technical knowledge and solid experience, but neverlost sight of his strategic and business goals when using that knowledge and experience.
Graham McKinley, Overture Networks
We hired Chris with high expectations. He quickly proved to be agood choice as he grasped new concepts exceptionally well andshowed an aggressive personal learning regimen, surpassing his peers. I would highly recommend Chris in his future endeavors.
Ryan Privette, Virtela Technology Services Incorporated
Chris was the driving force behind the creation of the ISOCColorado chapter. I appreciated his leadership and technical skillsand his determination. I enjoyed working with Chris on this project and I am looking forward to doing it again.
Yannis Konstantopoulos, Lumen Technologies
We appreciated his work ethics andclarity of thought. His mind was always on the “next step” and kept us all on our toes.
Ed Partch, American Tech Support
Chris is a talented technologist with a keen eye for marketing. This combination of skills has been a powerful asset in his role. Over the course of the 4 years that I worked with Chris, he presented at numerous events & conferences, and was a thought leadership partner. He was pivotal in honing Myriad360’s mission and developing a cohesive strategy for the company. Chris earns my highest recommendation.
Kirsten Gonzalez, Myriad360
I count my time working with Chris among my most rewarding professional experiences. Chris is someone with a voracious appetite for knowledge and a desire to understand the world around him. While these traits make him an incredible thought partner that excels at introducing new concepts and riffing off the ideas of others…it also makes him a multiplier, someone that helps others sharpen their own thinking by forcing them to be more introspective, to be more curious about what’s possible, and to think critically and objectively about the reality of a situation.
Chris is a tide that raises many boats, not just through his ability to cultivate innovation and promote positive disruption, but by the example he sets. Chris is one of the most accountable people I’ve ever known and consistently demonstrated a knack for bringing order to chaos, prioritizing diffuse – and often conflicting – objectives, and producing positive outcomes in situations where the deck seemed stacked in such a way that that doing so appeared impossible.
Rick Kenney, Myriad360
Chris Grundemann shares an infectious passion for technology and process. His decisiveness sets him apart from other leaders because he is more than willing to take risk for what he believes in. He empowers those around him and he trusts his direct reports to make good decisions. His ability to stand side by side with his team and still exhibit strong leadership is what makes him effective. Chris helped to launch the PMO office with a clear vision and plan that has helped us to establish governance and better business alignment.
Catina Ross, GigaOm
Chris is a focused individual, willing to go the extra mile to helpcustomers, and do the job correctly. He is a great teacher, and a smart man.
Tyson Schaetzle, Tikkom Wire
Chris is one of the sharpest minds you will be lucky to come across, whether in a personal or professional setting. His ability to cut through the noise and see the relevant elements and data in any situation is remarkable.
Chris is intensely focused, dedicated, and capable. He absorbs and synthesizes data quickly, finds the leverage points, focuses on what matters, and delivers results. Any high-performing team will get a boost from engaging with Chris.
Andy Fisher, Myriad360
I enjoy working with him on a professional and personal level.
Diane Turley, tw telecom
Chris is a consummate professional. Motivated, expressive,talented in everything he attempts. His skills in making thingshappen for the better are top notch.
Mark Woodworth, CableLabs
Chris is extremely knowledgeable and, more importantly, readilyshares that knowledge with his peers to promote better overall understanding and improvement.
Dan Zumar, Virtela Technology Services Incorporated
I have worked with Chris on several projects over the years. His leadership, cooperation, and execution skills are first class. Chris looks at the big picture, identifies necessary actions, builds a plan, and gets the project done
Richard Jimmerson, ARIN
Chris is smart, diligent and focused, and knows how to lead a tight team. His hands-on experience and industry analysis is second to none, but he’s still grounded and approachable. At GigaOm, Chris conducted, then was a key player executing on an end-to-end review that was pivotal in shifting the company from a smaller analyst business dealing with rapid growth, to an established player in the analyst market.
Jon Collins, GigaOm
He would always be available as a sounding board for complex issues and provided me with amazing insight on long term planning and ways to scale up teams and business processes.
Alex Tief, Myriad360
Chris is an engineer and leader of the highest caliber as demonstrated by his ongoing volunteer responsibilities within the Internet technical community and his unwavering drive.
Connie Kendig, Internet Society
Chris was an excellent coach, mentor and problem solver. Chris consistently possesses a “can do” attitude while taking on more and more responsibility and taking the time to fully understand, upskill and learn as required for success. Chris is very organized and patient. He is proactive in identifying and addressing risks and issues that could erstwhile derail hard-earned successes. Chris’ list of talents and intangibles is long, but never a surprise once you get the opportunity to work with him.
Scott Perricone, Myriad360
Chris has the talent to completely embrace and encompass atechnology and from that drive results. It is obvious that Chrisenjoys sharing his knowledge base and ideas with others. It wasa pleasure working with Chris.
John McQueen, Broadcom
Chris is an excellent worker with a driving pulse for new technology and leading the industry. His work ethic is second-to-none and his teaming with others always ensures fantastic collaboration with positive outcomes. I am confident that Chris will continue to drive new technology evolution in our industry.
Mike McNamara, tw telecom
Chris is an exceptionally energetic individual, a talented thinkerand an accomplished public speaker. He is a very rewardingperson to work with due to the level of organization he brings toevery project. He has vision and probity, a rare combination. I has been a great privilege to work with him.
John Springer, ARIN Advisory Council
Chris consistently generates and delivers on new and creative ideas both within the guided bounds of a project or team goal as well as when left unbounded and allowed to explore. In addition Chris is a great team player willing to help whenever asked. Chris is also a competent and organized leader with great communication skills capable of managing projects from inception to completion.
Joey Padden, CableLabs
As Chris’ Editor for Exploring IPv6, a Day One book, he kept tohis schedule, output exceedingly lucid prose, and gave a sense ofinstructional design to an extraordinary tough technology todeploy. On time, better than could be expected, and executed with grace.
Patrick Ames, Juniper Networks
Through the several tasks that we spent together in a professional environment, I have seen Chris accomplish things that many would consider impossible – both as a professional and technically – and neither has been a disappointment. Chris is a calculated risk-taker. He has an uncanny way of determining what the target market needs and has the capability of tweaking his designs and implementations accordingly. As a pragmatic leader and a realist, he can grasp ideas in a holistic manner and still pay attention to minor details. Chris has a well-deserved reputation as someone who is diligent and personable – two qualities that define him completely. As someone who is a creative thinker and possesses a can-do attitude, Chris is a pleasure to work with.
Kyle Smith, Markley
Chris is a really hard working person. Very smart technically &could handle issues very promptly. Was very nice working with him.
One thing everyone should know about Chris, he always providesnothing less then quality customer service and technical support. His professionalism and skill far exceeds all expectations because he always goes the extra mile.