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At Queens University in canada uh, i originally from egypt and uh my area of research is software engineering, in particular the use of data and ai to automate and help Software Developers, improve the quality of Software System and improve their efficiency, and professor, could you explain it a little bit to our viewers, what exactly uh is that . So the simplest thing you can think about it, today when you go to an online store and you buy something then the store say oh you bought this people who bought this 99 of the time bought that other thing as well okay so that relation is basically de...

Hassan, im a professor at Queens University in canada uh, i originally from egypt and uh my area of research is software engineering, in particular the use of data and ai to automate and help Software Developers improve of the quality of Software System and improve their efficiency. And professor, could you explain it a little bit uh to our viewers, what exactly uh is that . So the simplest thing you can think about it, today when you go to a. An online store and you buy something then the store would say oh you bought this people who bought this 99 of the time bought that other thing as well ...

So my name is ahmad hasan, im a professor at Queens University in canada uh, i originally from egypt and uh my area of research is software engineering, in particular the use of data and ai to automate and help Software Developers improve the quality of Software System and improve their efficiency. And professor, could you explain it a little bit to our viewers, what exactly is that . So the simplest thing you can think about it. Today when you go to an online store and you buy something then the store would say oh you bought this people bought this 99 of the time bought that other thing as we...

And it. L we were hanging on the edge of panic. Fareed health care hysteria. Wars. Mass shootings. Gunman opened fire fareed racial violence. This guy is a racist. But barack obama made some big bets that paid off. Troops came home. Gase got married. S got married. Enemies were vanquished. Millions on health care. Sometimes tragedy gave birth to hope. He sang Amazing Grace he channeled that as president and it was a profoundly important moment. Fareed but as a new era begins. Mr. Trump your moment of liberation is at hand. Saide black guy smiled and that president smiled and said im a black gu...

And it. L we were hanging on the edge of panic. Fareed health care hysteria. Wars. Mass shootings. Gunman opened fire fareed racial violence. This guy is a racist. But barack obama made some big bets that paid off. Troops came home. Gase got married. S got married. Enemies were vanquished. Millions on health care. Sometimes tragedy gave birth to hope. He sang Amazing Grace he channeled that as president and it was a profoundly important moment. Fareed but as a new era begins. Mr. Trump your moment of liberation is at hand. Saide black guy smiled and that president smiled and said im a black gu...