At Codec Technologies, I performed exploratory data analysis, cleaned and validated datasets, and prepared data for machine learning workflows. I also built and evaluated baseline models using Scikit-learn.
As a Data Analytics Intern at Indian CST, I analyzed real-world datasets with Python, Pandas, and Excel. I prepared reports and dashboards and presented findings to international clients.
For my Digital Addiction Detection Using Machine Learning project, I developed an application to analyze digital usage behavior and predict excessive usage patterns. I investigated inconsistent model results and improved the data processing and prediction workflow.
I also developed and tested a real-time Violence Detection System using Python, TensorFlow, and OpenCV. My work included testing video inputs, investigating processing and prediction errors, and validating outputs.

