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Recurrent Neural Networks for Language Modeling in Python

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Course Features

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Duration

4 hours

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Delivery Method

Online

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Available on

Limited Access

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Accessibility

Mobile, Desktop, Laptop

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Language

English

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Subtitles

English

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Level

Intermediate

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Teaching Type

Self Paced

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Video Content

4 hours

Course Description

Machine Learning models are based on numerical values to make predictions/classification, but how can computers deal with text data? The large amount of text data has made it possible to create applications such as text generation, automatic document classification, and machine translation. This course will show you how to use Recurrent Neural Networks, binary and multiclass, to classify text, create phrases that imitate Sheldon from The Big Bang Theory TV Show, and translate Portuguese sentences into English. Are you ready to embark on your journey into Language Models using Keras and Python? You are ready to jump in!

Course Overview

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Virtual Labs

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International Faculty

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Post Course Interactions

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Hands-On Training,Instructor-Moderated Discussions

Skills You Will Gain

Prerequisites/Requirements

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Introduction to Deep Learning in Python

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Introduction to Natural Language Processing in Python

What You Will Learn

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Use RNNs to classify text sentiment, generate sentences, and translate text between languages

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You will learn the foundations of Recurrent Neural Networks (RNN). Starting with some prerequisites, continuing to understanding how information flows through the network and finally seeing how to implement such models with Keras in the sentiment classifi

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You will learn about the vanishing and exploding gradient problems, often occurring in RNNs, and how to deal with them with the GRU and LSTM cells

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You will learn about the vanishing and exploding gradient problems, often occurring in RNNs, and how to deal with them with the GRU and LSTM cells

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You will create a model that translates Portuguese small phrases into English

Course Instructors

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David Cecchini

Data Scientist

I am a Data Scientist focusing my work and research on using machine learning on text data. I entered the field when I co-founded a startup company in the field of RegTech that automatically collect,...

Course Reviews

Average Rating Based on 3 reviews

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Course Cover

$12

$6

49% OFF

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