Today’s storage devices (disks and SSDs) have processors and memory already, and this is the concept of computational storage. If drives can process data locally, they can relieve the burden of communication and processing and help reduce the amount of data that gets to the CPU or GPU. In this episode, Vladimir Alves and Scott Shadley join Chris Grundemann and Stephen Foskett to discuss the AI implications of computational storage. Modern SSDs already process data, including encryption and compression, and they are increasingly taking on applications like machine learning. Just as industrial IoT and edge computing are taking on ML processing, so too are storage devices. Current applications for ML on computational storage include local processing of images and video for recognition and language processing, but these devices might even be able to execute ML training locally as in the case of federated learning…
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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
Chris Grundemann was among the most energetic and competent members of our Council throughout his time as an elected member. I found(find) Chris a most thoughtful man who brought insight and experience to the role, but was also always a genuine and professional member exerting leadership with tact and good humor. I think highly of Chris both as a technical professional and community leader, but also as a trusted friend.
Chris is extremely knowledgeable and, more importantly, readily shares that knowledge with his peers to promote better overall understanding and improvement.
Chris is technically creative, hard working, and extraordinarily effective at working with both internal and external technical expert communities. A pleasure to have had on the team at CableLabs. I fully expect him to significantly move his organization and the industry.
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 a really hard working person. Very smart technically & could handle issues very promptly. Was very nice working with him.
Together we conquered many challenges, won impossible battles in the vendor industry and created a unique security practice. He has an interesting set of talents of being an engineer, innovator, and a thought leader, but never mixes any of these roles. That is what makes him successful as a leader. “Never be comfortable” is what Chris would tell me, which is what pushed me to do my first tech talk. I now have dozens behind me within some of the largest conferences known in the security vendor industry. Chris is nothing short of supernatural.
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.
Chris was one of the go-to guys whenever there were complex problems. He has the knowledge, desire and potential to advance in any position he chooses. It was a pleasure working with him.
Chris is objective, strategically insightful, sharp and on top of his game. He’s a great collaborator who is willing to change his approach mid stream or whenever, to accommodate others. He’s a very dedicated professional with strong personal leadership qualities as well as being open and willing to inspire and empower others.
Chris was always on top of current technology and how this technology would fit into his current network environment. Chris was a pleasure to work with and will be an asset to any organization lucky enough to hire him.
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 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 amazing colleague to work with. I admire his ability to understand very technical concepts as well as business and market driven ones. He has amazing stakeholder management skills, and has the ability to build relationships and manage working groups and teams. He is a true leader who is very passionate about whatever he is working on. His desire for framing strategic direction and leading execution would be an asset to any organization. I would welcome any opportunity to work with Chris again.
Chris is an excellent organizer and leader with vision and energy. He pulled together the Colorado Chapter of the Internet Society, wrote the inital by-laws and saw the process through to the actual chapter formation.
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.
Chris is always happy to contribute to a discussion or to an issue and is more than happy to lend a hand to both assist team members with their tasks or to lend his expertise in order to benefit the requestor. He is constantly providing knowledge transfer in a peer to peer manner, engaging others to work together to move a project forward or to resolve an issue. Most importantly, Chris is an open and honest communicator about whatever the topic of the moment is, something that is refreshing in today’s world. I could always count of Chris to lend his opinion or his ideas to any subject matter, and this becomes an important contribution for any team. Chris has tremendous talent and is a very hard working, team player. I would welcome Chris to my team at any point in the future.
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.
I enjoy working with him on a professional and personal level.
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.
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.
We appreciated his work ethics and clarity of thought. His mind was always on the “next step” and