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welcome back to lesson three so weamp;#39;re going to start with a quick correction which is to let you know that when we referred to this chart is coming from Chora last week we were correct it did come from Chora but actually we realized originally it came from Andrew earns excellent machine learning course on Coursera so apologies for the incorrect citation but in exchange letamp;#39;s talk about Andrew owns excellent machine learning course on Coursera itamp;#39;s itamp;#39;s really great as you can see people gave it four point nine out of five stars in some ways itamp;#39;s a little dated but a lot of the content really is as as appropriate as ever and taught in a more bottom-up style so it can be quite nice to combine andrewamp;#39;s bottom-up style and our top-down style and meet somewhere in the middle also if youamp;#39;re interested in more machine learning foundations you should check out our machine learning course as well if you go to course too fast at AI and clic