Topic Modeling
Text Understanding
Improving Business Decisions
Best Practices for Text Mining
Analyzing Text for Insights
Text Data Interpretation
Key Textual Insights
Market Insights
Insights from Customer Survey Analysis 
Techniques include: Sentiment analysis
Topic modeling Keyword extraction 4
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Text Understanding 
Topic Modeling: Uncovering hidden thematic structures in large volumes of text data
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Improving Business Decisions 
Topic Modeling: Identifies topics within a text corpus to categorize and summarize information
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Best Practices for Text Mining 
Common objectives include: Sentiment analysis
Topic modeling Keyword extraction Trend analysis 2
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Analyzing Text for Insights 
Topic Modeling: A method for identifying topics in a collection of documents
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Text Data Interpretation 
Topic Modeling: Identifying themes or topics within the text data
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Key Textual Insights 
NLTK, TextBlob, VADER
Topic Modeling Identifies the main topics discussed in a corpus of text
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Market Insights 
Topic Modeling: Identifying prevalent themes and topics in customer feedback
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Strategies 
Topic Modeling: Identifying topics present in a collection of documents
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Machine Learning for Social Media Analytics 
Trend Analysis: Identifying emerging trends and
topics of interest by analyzing patterns in social media conversations
...Sentiment analysis, topic
modeling Supervised Learning Algorithms that learn from labeled data to make predictions
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