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MLOps for Ad Platforms // Andrew Yates // MLOps Coffee Sessions #130

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Building Machine Learning Models Using Data and Measurement Infrastructure

We decided to build our own data and measurement infrastructure because how hard could it be? Well Dan Hill my co-founder is just a genius at building infrastructure and we set up our own data infrastructure. We measure everything in your marketplace, everything in your app. A year is still a very small start I believe eight people but what are the big engineering challenges that you face with such a small team? The style of machine learning that we have you can stack models, you can send to us if it's a user model you can just send it in our user CMS system. If it's an item model you can like send you can like a clustering or embeddings you've uploaded to

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