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Understanding Human Sentiments using AI Based Text Analysis Techniques

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AI-based-sentiment-analysis

Understanding Human Sentiments using AI Based Text Analysis Techniques

Description

Creating a Web Based Dashboard to Gain Real Time Analysis on How Customers Feel About Client's Product Using Machine Learning and NLP Techniques with Data Processing on Large Dataset.

Solution

  • Process large dataset and convert into a smaller dataset after cleaning and preprocessing the data to convert in to a csv file
  • Read the csv dataset and use the Bag of Words Model to train a model and save into a pickle file.
  • Using Pre trained models to achieve the same.
  • Create a Web Scraper to scrape the data from Etsy to test the newly created model by saving the reviews/feedback into a database
  • Create a Dashboard using the Dash framework to integrate the picked file and predict the sentiments of the stored data from the database.

Dashboard

1 (1) 1 (2)

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