Developed Python programs to conduct web scraping, sentiment analysis, and machine learning algorithms, facilitating streamlined research on market analysis for the Top 200 Brands Worldwide. These programs enabled efficient data collection, sentiment evaluation, and predictive modeling, enhancing the depth and accuracy of market research efforts.The utilization of these tools and techniques resulted in the creation of two research manuscripts. These manuscripts leveraged the insights… Show more Developed Python programs to conduct web scraping, sentiment analysis, and machine learning algorithms, facilitating streamlined research on market analysis for the Top 200 Brands Worldwide. These programs enabled efficient data collection, sentiment evaluation, and predictive modeling, enhancing the depth and accuracy of market research efforts.The utilization of these tools and techniques resulted in the creation of two research manuscripts. These manuscripts leveraged the insights generated from the Python programs to provide comprehensive analyses of market trends, consumer sentiments, and brand performance within the Top 200 Brands Worldwide. The manuscripts contributed valuable insights to the field, furthering understanding and knowledge in market analysis and brand management. Show less

Developed a classification model which categorized user reviews into Positive and Negative using Natural Language ProcessingDesigned a program to predict if a customer buys a Car based on his Social-Network Advertisements Dataset using K-Nearest_Neighbour Algorithm.Made a program to identify Customer Spending Pattern at a Shopping Mall, using customer spend score and demography as parameters using Hierarchical ClusteringConstructed a Startup Profit Prediction Model using… Show more Developed a classification model which categorized user reviews into Positive and Negative using Natural Language ProcessingDesigned a program to predict if a customer buys a Car based on his Social-Network Advertisements Dataset using K-Nearest_Neighbour Algorithm.Made a program to identify Customer Spending Pattern at a Shopping Mall, using customer spend score and demography as parameters using Hierarchical ClusteringConstructed a Startup Profit Prediction Model using Linear Regression. Show less