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 charismatic speakers I’ve met in a long time. He’s an absolute creative, has a mind focused on solutions, and is driven by a deep belief in what he does. He’s both an inspirational leader and great colleague. I’d work with Chris again any day of the week.
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.
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.
Chris is very knowledgeable, is always willing to explain and discuss, and is great at pulling together everyone’s input and moving things forward. Working with him has been a great experience.
It was a pleasure to work with Chris. Chris possesses very detailed technical knowledge and solid experience, but never lost sight of his strategic and business goals when using that knowledge and experience.
We hired Chris with high expectations. He quickly proved to be a good choice as he grasped new concepts exceptionally well and showed an aggressive personal learning regimen, surpassing his peers. I would highly recommend Chris in his future endeavors.
Chris was the driving force behind the creation of the ISOC Colorado chapter. I appreciated his leadership and technical skills and his determination. I enjoyed working with Chris on this project and I am looking forward to doing it again.
We appreciated his work ethics and clarity of thought. His mind was always on the “next step” and kept us all on our toes.
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.
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.
Chris is a focused individual, willing to go the extra mile to help customers, and do the job correctly. He is a great teacher, and a smart man.
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.
I enjoy working with him on a professional and personal level.
Chris is a consummate professional. Motivated, expressive, talented in everything he attempts. His skills in making things happen for the better are top notch.
Chris is extremely knowledgeable and, more importantly, readily shares that knowledge with his peers to promote better overall understanding and improvement.
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
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.
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.
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.
Chris has the talent to completely embrace and encompass a technology and from that drive results. It is obvious that Chris enjoys sharing his knowledge base and ideas with others. It was a pleasure working with Chris.
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.
Chris is an exceptionally energetic individual, a talented thinker and an accomplished public speaker. He is a very rewarding person to work with due to the level of organization he brings to every project. He has vision and probity, a rare combination. I has been a great privilege to work with him.
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.
As Chris’ Editor for Exploring IPv6, a Day One book, he kept to his schedule, output exceedingly lucid prose, and gave a sense of instructional design to an extraordinary tough technology to deploy. On time, better than could be expected, and executed with grace.
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.
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 provides nothing less then quality customer service and technical support. His professionalism and skill far exceeds all expectations because he always goes the extra mile.