Hands On Training

Recurrent Neural Networks for Language Modeling in Python

DataCamp

(3)

Course Features

Duration

4 hours

Delivery Method

Online

Available on

Limited Access

Accessibility

Mobile, Desktop, Laptop

Language

English

Subtitles

English

Level

Intermediate

Teaching Type

Self Paced

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

Virtual Labs

International Faculty

Post Course Interactions

Hands-On Training,Instructor-Moderated Discussions

Skills You Will Gain

Prerequisites/Requirements

Introduction to Deep Learning in Python

Introduction to Natural Language Processing in Python

What You Will Learn

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

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

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

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

Course Content

Expand all sections

Module 1: Recurrent Neural Networks and Keras

Module 2: RNN Architecture

Module 3: Multi-class classification

Module 4: Sequence to Sequence Models

Course Instructors

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,...

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