Twitter Sentiment Analysis (Using Python)

  • IntermediateLevel

  • 0 hrs 30 minsDuration

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About this Course

  • Sentiment Analysis or Opinion Mining is a technique used to analyse the emotion in a text. We can extract the attitude or the opinion of a piece of text and get insights on it.
  • You can think of Sentiment Analysis as a Classification problem where the text can either have a positive sentiment, a negative sentiment or a neutral one.
  • Learn to implement sentiment analysis on Twitter data using Python, and understand its applications in various industries.

Learning Outcomes

Sentiment Analysis

Understand and apply sentiment analysis techniques for text.

Twitter Data

Analyze and extract insights from Twitter data using Python.

Python Implementation

Build and evaluate sentiment analysis models in Python.

Who Should Enroll

  • Individuals interested in Natural Language Processing and text sentiment analysis. for real-world scenarios.
  • Data scientists and professionals wanting to learn sentiment analysis and its real-world applications.
  • Anyone looking to analyze social media data and understand public opinion for real-world scenarios.

Course Curriculum

Learn to perform sentiment analysis on Twitter data using Python and various text processing techniques with proper understanding.

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  1. 1. Overview of the Course

  2. 2. Understand Problem Statement

  3. 3. Table of Contents

  4. 4. Loading Libraries & Data

  5. 5. Data Inspection

  6. 6. Data Cleaning

  7. 7. Story Generation & Visualization

  8. 8. Bag-of-Words Features

  9. 9. TF-IDF Features

  10. 10. Word2Vec Features

  11. 11. Modeling Understanding

  12. 12. Logistic Regression

  13. 13. Support Vector Machine (SVM)

  14. 14. RandomForest

  15. 15. XGBoost Algorithm

  16. 16. FineTuning XGBoost + Word2Vec

  17. 17. Summary of the Project

Meet the instructor

Our instructor and mentors carry years of experience in data industry

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Kunal Jain

CEO, Analytics Vidhya

Kunal has 15+ years of experience in the field of Data Science and is the founder and CEO of Analytics Vidhya- the world's 2nd largest Data Science community.

Get this Course Now

With this course you’ll get

  • 30 hour

    Duration

  • Kunal Jain

    Instructor

  • Beginner

    Level

Certificate of completion

Earn a professional certificate upon course completion

  • Globally recognized certificate
  • Verifiable online credential
  • Enhances professional credibility

Frequently Asked Questions

Looking for answers to other questions?

This course is for individuals interested in Natural Language Processing, data scientists wanting to learn sentiment analysis, and anyone looking to analyze social media data.

You will need Python and relevant libraries installed. Specific setup instructions will be provided in the course.

You can access the course content indefinitely after enrollment.

Yes, it is recommended to follow the modules in the given order for a better understanding.

Yes, you will receive a certificate upon successful completion of the course.

This course is offered for free.

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