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The Developers Guide to Data Science

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Why Offerzen?

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Source

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Model V2 Make Interested in Make? https://make.offerzen.com [email protected]

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Why this talk? ✓ ✓ ✓

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6 Named Entity Recognition

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Named Entity Recognition

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Tickets for PyConZA 2018 (rigid designator), the best conference ever (flaccid designator), will be on sale at Quicket and at the entrance. Model V2 Named Entity Recognition

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Xbox is a video gaming brand created and owned by Microsoft. Model V2 Named Entity Recognition

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Pirates of the Caribbean is a 2003 American fantasy swashbuckler directed by Gore Verbinski and the first film in the Pirates of the Caribbean film series. Model V2 Named Entity Recognition

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Donal J. Trump (rigid designator) is the 45th and current President of the United States (flaccid designator). In his past time he enjoys eating meat loaf and listening to the rock artist meat Loaf. Model V2 Named Entity Recognition

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Apple released the iPhone in 2007combining three products—a revolutionary mobile phone, a widescreen iPod with touch controls, and a breakthrough Internet communications device with desktop-class email, web browsing, searching and maps—into one small and lightweight handheld device. Model V2 Named Entity Recognition Apple Reinvents the Phone with iPhone.

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What is Machine Learning? ✘

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What is Machine Learning? ✓

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n-Grams Words Characters

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POS tagging

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Feature Encoding

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Linear models

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Non-linear models

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Non-linear models

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Deep Learning Models AlexNet (2012)

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22 Feedforward Neural Network

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23 Word Embeddings

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Vector Space Model

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Word Embedding world

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26 Recurrent Neural Networks

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27 Recurrent Neural Networks

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28 Recurrent Neural Networks

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29 Recurrent Neural Networks

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30 Recurrent Neural Networks

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31 Recurrent Neural Networks

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32 Recurrent Neural Networks

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Bidirectional LSTM + CNN

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Evaluating performance

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Questions? Model V2 Q&A

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