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TORRENT DETAILS
Udemy - Performing Sentiment Analysis On Customer Reviews And Tweets
TORRENT SUMMARY
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Language: English | Size: 1.35 GB | Duration: 2h 58m
Learn how to perform sentiment analysis and emotion detection using TextBlob, NLTK, BERT, VADER, NRCLex, MultinomialNB
What you'll learn
Learn how to perform sentiment analysis on customer review data using TextBlob
Learn how to analyze emotional aspect of customer reviews using EmoLex
Learn how to perform sentiment analysis on twitter post data using VADER
Learn how to analyze emotional aspect of tweets using NRCLex
Learn how to predict sentiment of a tweet using BERT
Learn how to predict sentiment of a tweet using Multinomial Naive Bayes
Learn how to identify keywords that are frequently used in positive and negative customer reviews
Learn how to find correlation between customer ratings and sentiment
Case study: applying sentiment analysis on customer review dataset and predict if a review is more likely to be positive, negative or neutral
Learn factors that contribute to bias in customer reviews
Learn how to clean dataset by removing missing rows and duplicate values
Learn the basic fundamentals of sentiment analysis and its practical applications
Requirements
No previous experience in sentiment analysis is required
Basic knowledge in Python and NLP
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction/1 - Introduction to the Course.mp4
31.9 MB
~Get Your Files Here !/1 - Introduction/2 - Sentiment-Analysis.pptx
1.8 MB
~Get Your Files Here !/1 - Introduction/2 - Table of Contents.mp4
18.6 MB
~Get Your Files Here !/1 - Introduction/3 - Whom This Course is Intended for.mp4
11.8 MB
~Get Your Files Here !/10 - Finding Correlation Between Customer Rating and Sentiment/13 - Finding Correlation Between Customer Rating and Sentiment.mp4
89.8 MB
~Get Your Files Here !/11 - Identifying Keywords That are Frequently Used in Positive Negative Review/14 - Identifying Keywords That are Frequently Used in Positive Negative Review.mp4
165.7 MB
~Get Your Files Here !/12 - Analyzing Emotional Aspect of Customer Review with EmoLex/15 - Analyzing Emotional Aspect of Customer Review with EmoLex.mp4
71.6 MB
~Get Your Files Here !/13 - Performing Sentiment Analysis on Hotel Review Data with TextBlob/16 - Performing Sentiment Analysis on Hotel Review Data with TextBlob.mp4
83.4 MB
~Get Your Files Here !/14 - Analyzing Emotional Aspect of Tweets with NRCLex/17 - Analyzing Emotional Aspect of Tweets with NRCLex.mp4
147.5 MB
~Get Your Files Here !/15 - Performing Sentiment Analysis on Twitter Post Data with VADER/18 - Performing Sentiment Analysis on Twitter Post Data with VADER.mp4
73.6 MB
~Get Your Files Here !/16 - Predicting Tweet Sentiment with BERT/19 - Predicting Tweet Sentiment with BERT.mp4
113.4 MB
~Get Your Files Here !/17 - Predicting Tweet Sentiment with Multinomial Naive Bayes/20 - Predicting Tweet Sentiment with Multinomial Naive Bayes.mp4
111.8 MB
~Get Your Files Here !/18 - Conclusion Summary/21 - Conclusion Summary.mp4
69.5 MB
~Get Your Files Here !/2 - Tools IDE and Datasets/4 - Tools IDE and Datasets.mp4
93.2 MB
~Get Your Files Here !/3 - Introduction to Sentiment Analysis/5 - Introduction to Sentiment Analysis.mp4
39.9 MB
~Get Your Files Here !/4 - How Sentiment Analysis Works/6 - Case-Study-Sentiment-Analysis.png
683 KB
~Get Your Files Here !/4 - How Sentiment Analysis Works/6 - Sentiment Analysis Case Study.mp4
67.7 MB
~Get Your Files Here !/5 - Factors That Contribute to Bias in Customer Review/7 - Factors That Contribute to Bias in Customer Review.mp4
24.2 MB
~Get Your Files Here !/6 - Setting Up Google Colab IDE/8 - Google Colab IDE.txt
34 B
~Get Your Files Here !/6 - Setting Up Google Colab IDE/8 - Setting Up Google Colab IDE.mp4
34.2 MB
~Get Your Files Here !/7 - Finding Downloading Datasets From Kaggle/9 - Finding Downloading Datasets From Kaggle.mp4
82.8 MB
~Get Your Files Here !/7 - Finding Downloading Datasets From Kaggle/9 - Kaggle.txt
23 B
~Get Your Files Here !/8 - Project Preparation/10 - Uploading Dataset to Google Colab.mp4
8.7 MB
~Get Your Files Here !/8 - Project Preparation/11 - Quick Overview of Hotel Review Dataset.mp4
18.5 MB
~Get Your Files Here !/8 - Project Preparation/Datasets/hotel_reviews.csv
1.2 MB
~Get Your Files Here !/8 - Project Preparation/Datasets/Tweets.csv
3.3 MB
~Get Your Files Here !/8 - Project Preparation/__MACOSX/Datasets/_hotel_reviews.csv
276 B
~Get Your Files Here !/8 - Project Preparation/__MACOSX/Datasets/_Tweets.csv
276 B
~Get Your Files Here !/8 - Project Preparation/__MACOSX/_Datasets
210 B
~Get Your Files Here !/9 - Cleaning Dataset by Removing Missing Values Duplicates/12 - Cleaning Dataset by Removing Missing Values Duplicates.mp4