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kvarada committed Dec 5, 2024
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14 changes: 7 additions & 7 deletions lectures/notes/24_deployment-conclusion.ipynb
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"source": [
"### Try out this moment predictor\n",
"\n",
"https://cpsc330-moment-predictor.onrender.com/\n",
"[https://cpsc330-moment-predictor.onrender.com/](https://cpsc330-moment-predictor.onrender.com/)\n",
"\n",
"- In this lecture, I will show you how to set up/develop this. "
]
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}
},
"source": [
"### Deploying the API on a server\n",
"### Deploying the API on a server (not covered)\n",
"\n",
"- We now want to deploy it on a \"real\" server so others can send it requests. \n",
"- We will use render to deploy our app but you could also use other services such as AWS.\n",
"- You could use services such as AWS for this\n",
"\n",
"| | on localhost (my laptop) | on server (the interwebs) |\n",
"|------|--------------------------|--------------------------|\n",
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}
},
"source": [
"Follow the instructions [here](https://render.com/docs/api) to try the API on server. "
"You can also use `render` for this. Follow the instructions [here](https://render.com/docs/api) to try the API on server. "
]
},
{
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"### Discussion\n",
"\n",
"- There are many ways to deploy a model; a RESTful API is very common and convenient. \n",
"- As you can see, a simple deployment is fairly straightward. \n",
"- As you can see, a simple deployment is fairly straight forward. \n",
"- However, there may be other considerations such as:\n",
" - Privacy/security\n",
" - Scaling to large number of requests\n",
" - Error handling\n",
" - Real-time / speed\n",
" - Low-resource environments (e.g. edge computing)\n",
" - Low-resource environments\n",
" - etc."
]
},
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"\n",
"- We'll take a longer break today.\n",
"- Consider taking this time to fill out the instructor/TA evaluations if you haven't already.\n",
" - Evaluation link: https://canvas.ubc.ca/courses/149122/external_tools/53187 \n",
" - Evaluation link: [https://canvas.ubc.ca/courses/149122/external_tools/53187](https://canvas.ubc.ca/courses/149122/external_tools/53187) \n",
"\n",
"![](../img/eva-coffee.png)\n",
"\n",
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