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The speaker begins by acknowledging the common fear of math required for data science and machine learning [], sharing their personal experience of starting with no advanced math knowledge beyond trigonometry and not understanding concepts like derivatives []. Despite this perceived deficit, they have successfully transitioned into a role as an applied scientist at Amazon, demonstrating that a strong math foundation can be built progressively []. This sets the stage for their approach to learning these complex topics without an initial formal background.
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The speaker begins by acknowledging the common fear of math required for data science and machine learning [], sharing their personal experience of starting with no advanced math knowledge beyond trigonometry and not understanding concepts like derivatives []. Despite this perceived deficit, they have successfully transitioned into a role as an applied scientist at Amazon, demonstrating that a strong math foundation can be built progressively []. This sets the stage for their approach to learning these complex topics without an initial formal background.