Early Access Release of RL Book and a Docker Based ML Workflow

Hi there,

I’m happy to announce that my book is now in very very early access mode. If you have an O’Reilly account you can start reading my book for free. The link is on the RL-book.com website. This version is pretty raw, but I have rewritten it once already.

Many of the images will be professionally redrawn before the final print. There are more improvements to come, but I would love to hear any feedback that you have now, so there is time to improve it before it goes to print.

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A Simple Docker Based ML Workflow

As part of my work to help release some COVID-19 models, I wanted a simple workflow that worked on Kubernetes and standard CI/CD services like Gitlab. I ended up with a simple Docker-based multi-stage build to train and then serve the model. This is then pushed to K8s for deployment.

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Industrial Expertise

And if you don’t know already, my company, Winder Research, helps organisations design, build and harden data science applications and processes. If you need any help, or if you know anyone that does, please get in touch.

Thanks, Phil