Right Now
I help boards and executives at growth-stage technology companies continue (or resume) rapid acceleration by advising them on improving their leadership capabilities, operations, and technology. While I specialize in executive advising on leadership and process, I can also dive into deep technical problems with Data Science or Software Engineering departments. Feel free to contact me directly to learn more.
I have a few tech projects in progress that will undoubtedly become blog posts. I’m working on an e-book about leadership in organizations, as well as a field manual for triaging performance and architecture in growth-stage startups. I sometimes write code for open-source projects like TinySite and CompressTest. I also work on ApplyByAPI, a tool that helps companies focus on quality over quantity in their tech hiring process.
Recent Publications
Scalable Machine Learning with Fully Anonymized Data
Note: This article will likely be revised and expanded before being submitted for review and publication. At the moment it is missing critical sections, that will be added later. If we have suggestions for improvement, please send them to me directly. Abstract In this article I will discuss the well-known technique of feature hashing, but with the modification of performing the hashing step on the client-side before sending data to a server or daemon performing model training and prediction. ... read moreBig Data, Small Machine
Introduction I was honored to be invited by DevTO to give a talk at their May meetup. The organizers were keen to have someone speak about high-performance machine learning, and I was happy to oblige. The general thesis of the talk is that, for the purposes of machine learning, setting up large compute clusters is wholly unnecessary. Furthermore, it should generally be considered harmful as those efforts are extremely time consuming and detract from solving the actual machine learning problem at hand. ... read moreHello, Recruiter!
Hello Recruiter! Thank you very much for your message and your consideration. In order for me to consider the role more fully and determine if a call is warranted, would you please provide more information? Please send over a JD/role description including the following: The specific company that is hiring How they see the role and its associated responsibilities fitting into the future of the company Composition, size, and working style of the current team Reporting line for the role (up to Board/investors and two levels down) Compensation details, including a breakdown between fixed/variable cash and options/equity/bonus, if any Any additional information that you think would be relevant in considering if the role is a good fit I’m happy to consider the above information and determine if the role is a good fit for me. ... read moreDeveloping Your AI BS Detector
Introduction I gave a talk at MaRS on this topic. The event was put on by Steve O’Neil and his team, who all did an excellent job. The venue was packed to standing-room only with a fantastic audience of 300-400 people. The goal of the event was to have a discussion around “Rational AI in the Enterprise.” I think all of the speakers did a wonderful job of honoring the topic. ... read more