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cpmpercussion committed Nov 19, 2018
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- Python
- Python libraries: Tensorflow, Keras, SKLearn, etc.
- Jupyter

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<img align="center" width="75%" src="img/robojam-application.png">

RoboJam is a Keras project, now deployed as a Flask web application.

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- keep jupyter sessions around with `screen`
- tunnel jupyter port with `ssh -L 8888:localhost:8888`
- Could also use Google Cloud VMs with GPUs for short training runs

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- [Google's "Cloud Deep Learning VM Image"](https://cloud.google.com/deep-learning-vm/)
- Comes with `jupyterhub` running to do development in a browser.
- Expensive for a good machine: K80 GPU 0.45USD/h

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## SaaS Architecture on Colab

![](img/robojam-cloud-architecture-colab.png)

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## IaaS Architecture on DigitalOcean

![](img/robojam-cloud-architecture-vm.png)

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- [Maximise your GPU Dollars](https://towardsdatascience.com/maximize-your-gpu-dollars-a9133f4e546a)

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