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There are two architectures for implementing word2vec, CBOW (Continuous Bag-Of-Words) and Skip-gram. Words that show up in similar contexts, such as 'black', 'white', and 'red' will have vectors near each other. These vectors also contain semantic information about the words. The word2vec algorithm finds much more efficient representations by finding vectors that represent the words. Trying to one-hot encode these words is massively inefficient, you'll have one element set to 1 and the other 50,000 set to 0. When you're dealing with language and words, you end up with tens of thousands of classes to predict, one for each word. An implementation of word2vec from Thushan Ganegedara.NIPS paper with improvements for word2vec also from Mikolov et al.First word2vec paper from Mikolov et al.A really good conceptual overview of word2vec from Chris McCormick.I suggest reading these either beforehand or while you're working on this material. Here are the resources I used to build this notebook. This will come in handy when dealing with things like translations. By implementing this, you'll learn about embedding words for use in natural language processing. Prepare to dive in head first and tackle allВ of PhotoshopвЂ™s most powerful tools.In this notebook, I'll lead you through using TensorFlow to implement the word2vec algorithm using the skip-gram architecture. ItвЂ™s time to take your knowledge and ability from beginner, all the way to advanced in Photoshop. Nearly 22 hours of instruction in total! Learn, side-by-side with the #1 Photoshop instructor in the world, Aaron Nace. This is our longest, most comprehensive, and fun Photoshop tutorial ever. Features exclusive interviews with Washington insiders, including former CIA Director Michael Hayden, former Director of Homeland Security Michael Chertoff, former Vice President Dan Quayle, former White House Press Secretary Dana Perino and Presidential daughter Susan Ford who reveal what it is like to live and work in the White House.Дescription Five years in the making. Journey inside White House history to unveil staggering information about secrets known only to the President, from top- secret intelligence and classified events to covert codes and future technologies. The Football is a high profile national secret but itвЂ™s only one of many pieces in the classified arsenal at the PresidentвЂ™s disposal once he assumes the role of Commander in Chief. The President's Book of Secrets Avi xvid 1:27:52 624x352 24fps 16:9 995Kbps Mp3 128Kbps 48000hz 700mb Genre: Documentary Moments after the President of the United States is sworn into office he gains access to вЂњThe Nuclear Football,вЂќ a briefcase that contains the most volatile top- secret information in the worldвЂ“AmericaвЂ™s nuclear launch codes. A mysterious ship shaped like a pyramid has just appeared in the sky and sent representatives to speak with the French government.Дrivers Laser Mfd 6050.

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