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Navya Shiva's Projects

document-similarity icon document-similarity

Jaccard similarity and cosine similarity of the document 'UIC' with 'UIUC', 'MIT','UIS','Tesla', and 'Stanford' text documents

getoldtweets-python icon getoldtweets-python

A project written in Python to get old tweets, it bypass some limitations of Twitter Official API.

instagram-depression-detection icon instagram-depression-detection

End-to-end project to predict the mental health status of Instagram users from their posts and images. Built Un-supervised LDA and Semi-supervised Topic Models using text features. Modeled Support Vector Classifier to predict the probability of depression and improved accuracy from 70% to 94.5% at 89% recall and 92% precision.

salary-classification-based-on-job-description icon salary-classification-based-on-job-description

Classification of salaries based on job descriptions using text analytics and classification techniques | Achieved ~80% accuracy in classification of salaries, a 30% increase from baseline accuracy of 50%

twitter-analysis-of-covid19-over-time icon twitter-analysis-of-covid19-over-time

Extracted user profile features, and the tweets of users from Twitter. Modeled Naive-Bayes classifier to classify tweets into individual or organization level, with an accuracy of 87%. Built Unsupervised LDA and semi-supervised Topic model and identified the themes through research and analyzed how the topics changed over time.

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