MLOps Meetup #29 // Scaling Machine Learning Capabilities in Large Organizations // Bertjan Broeksema & Axel Goblet
MLOps.community - En podcast af Demetrios Brinkmann
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Machine learning has become an increasingly important means for organizations to extract value from their data. Many companies start off with successful proofs of value but face problems when scaling their capabilities afterward. By generalizing engineering problems and solving them centrally, scaling becomes much more feasible. Model serving platforms generalize the problem of turning a machine learning model in a value-generating application. Combining a serving platform with cultural shifts such as a shift-left approach enhances efficiency even further. Bertjan is a Senior Data Engineer, with 15 years of experience in the software industry, specializing in data science and engineering for the last 10 years. He built a variety of data products and machine learning platforms. He have worked on both traditional desktop applications as well as cloud native applications in DevOps teams. He's a craftsman with a passion for delivering value through high quality software, aligning stakeholders and coaching junior and medior team members. Axel has a background in data science. While getting his data science master degree, he did software engineering and data science projects for a wide range of customers. This experience taught him that the main complexity of data science projects lies in the software built around the predictive models. After finishing his degree, he joined BigData Republic. Axel currently helps companies bring their data science capabilities to the next level. His main interest lies in tooling that speeds up the development of machine learning applications. Join our slack community: https://join.slack.com/t/mlops-community/shared_invite/zt-391hcpnl-aSwNf_X5RyYSh40MiRe9Lw Follow us on Twitter: @mlopscommunity Sign up for the next meetup: https://go.mlops.community/register Connect with Demetrios on LinkedIn: https://www.linkedin.com/in/dpbrinkm/ Connect with David on LinkedIn: https://www.linkedin.com/in/aponteanalytics/ Connect with Cris Sterry on LinkedIn: https://www.linkedin.com/in/chrissterry/ Connect with Bertjan on LinkedIn: https://www.linkedin.com/in/bertjanbroeksema/ Connect with Axel on LinkedIn: https://www.linkedin.com/in/axel-goblet-5325327a/