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Video of Deploy machine learning model to production AWS (Amazon EC2 instance) in Machine Learning course by codebasics channel, video No. 30 free certified online
In this video, I will show you how to deploy machine learning model to production on amazon aws ec2 instance. We will use nginx web server that will server http requests. For AWS EC2 we will use ubuntu server on which we will deploy our web application as well as python flask server. Using nginx reverse proxy /api requests will be routed to python flask server running on same machine. Here is the timeline and list of topics we are covering today,
Code: https://github.com/codebasics/py/tree/master/DataScience/BangloreHomePrices
Topics
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00:00 introduction
00:47 Technical architecture of project
01:44 Setup nginx on windows (dev environment)
08:54 Chrome javascript debugging tips
10:11 Launch EC2 instance on amazon AWS
14:26 Connect to ec2 instance using ssh (git bash client)
15:57 Copy code to cloud using WinScp
18:05 install nginx on ec2
19:30 nginx setup on ec2 (ubuntu server)
25:49 install python packages for flask server
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