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In this lesson you will first learn what topic modeling is and why you might want to employ it in your research. You will then learn how to install and work with the MALLET natural language processing toolkit to do so.

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"It's super important to understand CS fundamentals like big O notation, common algorithms, standard languages and technical approaches. You can learn this from school or from apprenticeship, but you need to learn it somehow," Sam Schillace writes in an email. Schillace is the senior vice president of engineering at Box, a company that offers cloud storage space located in Los Altos, California. Before that, he worked for Google and co-founded Writely, which he later sold to Google where it was used to create Google Docs. So, yes, a bachelor's degree in computer science is a good idea, but a degree alone won't help you snag that dream job. "We look at track records as much as school – someone from a great school with no outside coding projects or interesting technical accomplishments is definitely less interesting, and someone who is a rock star coder with no degree but a huge list of achievements would be an easy hire," Schillace explains.

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She was the 10th child in a well-to-do but not illustrious family that hoped to better its position by marrying Vittoria, renowned for her beauty, intelligence, and sweet temper, to an influential man. In 1573 she was married to Francesco Peretti, probably because his uncle, Cardinal di Montalto (Felice Peretti), was regarded as likely to become pope. Through the help of Peretti, Vittoria’s brother Marcello became chamberlain to the powerful Duke di Bracciano (Paolo Giordano Orsini), who was known to have murdered his wife Isabella de’ Medici because of her infidelity. Marcello hoped to get the duke interested in his sister, and, when it became evident that Bracciano was infatuated with her, Marcello—possibly on his own or possibly with the aid of the duke—had Peretti murdered (1581).

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. Guessing correctly that the pope would seek revenge for the death of his nephew, they found refuge in Salò, in Venetian territory, where Bracciano died in November.

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, and especially the duke’s son, to settle some questions about the will. He is believed to have had an intense personal hatred for her, but it was probably because of some disputes over the will that he decided to have her murdered. A few nights later a band of men hired by Ludovico broke into her house and stabbed her to death. He and his accomplices were subsequently executed.

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