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this video is a refactor of data science project kindly provided to me by mark todisco thank you mark itamp;#39;s a basic handwritten digit recognition model based on a well-known data set called amnest nist iamp;#39;m not sure how to pronounce it this is a three-part video in the first part iamp;#39;m going to look at a few design issues in the code and iamp;#39;m also going to cover a really nice functional mechanism for dealing with data in a pipeline and then in the second and third parts iamp;#39;ll dive more into how data flows in the application and how we can improve it by applying software design principles disclaimer iamp;#39;m not a data scientist or a machine learning expert iamp;#39;m purely approaching the code from a software design perspective so itamp;#39;s possible that iamp;#39;m going to do things that donamp;#39;t make a whole lot of sense to you i still hope though that you find some use and seeing how i refactor this code let me know in the comments bel