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30-Day Money-Back Guarantee

This course includes:

  • 3.5 hours on-demand video
  • Full lifetime access
  • Access on mobile and TV
Development Data Science Natural Language Processing

Predicting movie review sentiments with CNN & word embedding

Learn how to classify sentiments using deep learning, python and keras
Rating: 2.5 out of 52.5 (2 ratings)
13 students
Created by Evergreen Technologies
Last updated 3/2020
English
English [Auto]
30-Day Money-Back Guarantee

What you'll learn

  • Analyze sentiments of movie reviews using CNN, Glove embeddings and Keras

Course content

5 sections • 19 lectures • 3h 14m total length

  • Preview05:26
  • Preview03:15
  • About Author
    05:42

  • Preview10:56
  • Preview02:51

  • Preview05:41
  • One hot encodings
    04:28
  • Deep neural network
    19:05
  • Preview09:07
  • Glove embeddings
    15:06
  • BERT
    19:32

  • Workflow
    01:52
  • Feature engineering
    16:37
  • Convolutional Neural Network Architecture
    22:46
  • Train model using CNN
    08:26
  • ML model evaluation metrics
    17:41
  • Sentiment model evaluation and prediction
    12:25

  • Python Web application
    10:17
  • Next Steps
    03:28

Requirements

  • None

Description

Course Description

Learn to build sentiment analysis engine with CNN, keras, Glove and  popular programming language Python.

Build a strong foundation in sentiment analysis with this tutorial for beginners.

  • Understanding of sentiment classification

  • Understand the world of world embeddings

  • Learn CNN from scratch

  • Leverage CNN, Keras, Glove to classify sentiments of movie reviews

  • Learn how to represent text as numeric vectors using glove embeddings

  • Learn how to evaluate model from scratch

  • User Jupyter Notebook for programming

  • Build a real life web application to classify news


  • A Powerful Skill at Your Fingertips  Learning the fundamentals of text classification puts a powerful and very useful tool at your fingertips. Python and Jupyter are free, easy to learn, has excellent documentation.

No prior knowledge of deep learning or Machine learning is assumed. I a, covering topics like CNN, Word Embeddings Precision, Recall in depth so that  even beginners can understand this course very well.

Jobs in text classification systems area are plentiful, and being able to learn it with CNN and Keras will give you a strong edge.

Text Classification ares becoming very popular. Washington Post, News York Times, Amazon,  Google eCommerce websites are few famous example of text classification systems in action.  Text classification systems are vital in information retrieval and personalizing news.  Learning CNN with Keras will help you become a natural language processing (NLP) developer which is in high demand.



Content and Overview  

This course teaches you on how to build news classification system using open source Python and Jupyter framework.  You will work along with me step by step to build following answers

  • Introduction to text classification systems.

  • Introduction to CNN, Word Embeddings

  • Build an jupyter notebook step by step using CNN and glove embeddings

  • Build a real world web application to classify movie review sentiments


What am I going to get from this course?

  • Learn text classification and build real sentiment classification engine from professional trainer from your own desk.

  • Over 10 lectures teaching you how to build sentiment classification systems

  • Suitable for beginner programmers and ideal for users who learn faster when shown.

  • Visual training method, offering users increased retention and accelerated learning.

  • Breaks even the most complex applications down into simplistic steps.

  • Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.


Who this course is for:

  • Begineer and intermediate python developers who are curious about text classification

Instructor

Evergreen Technologies
Software Mentor
Evergreen Technologies
  • 3.5 Instructor Rating
  • 298 Reviews
  • 14,336 Students
  • 30 Courses

Over 20 years of experience in  programming applications in Fortune 500 companies. I have written 2 books on software design patterns and performance tuning that are published on kindle, nook and ibooks.  So far I have taught react.js, nunit, Chatbot , several courses on machine learning and design patterns.  I have also been working in machine learning area for many years. My passion is leverage my years of experience to teach students in a intuitive and enjoyable manner.

I spent many years at fortune 500 companies, developing and managing the technology that automatically delivers SaaS applications to hundreds of millions of customers.  I have started my own successful company, Evergreen Technologies in 2019, which focuses on online education.

I have over 8000 students spread over 145 countries on Udemy.

I am also available for technical consultation, resume screening and conducting technical interviews of candidates to expedite hiring.

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