Likitha Banala

I developed a stress-level prediction model using lifestyle, behavioral, and physiological factors. I prepared the dataset through preprocessing, feature selection, and exploratory data analysis.

I compared machine learning algorithms and evaluated the model with accuracy and other performance metrics, using Python, Pandas, NumPy, Matplotlib, and Jupyter Notebook.

I also developed an IoT cyber-attack detection system to classify normal and malicious network activity. The project applied classification algorithms to support early detection of potential security threats.

In my current logistics and operations internship, I assist with daily activities, maintain inventory and operational data in MS Excel, prepare reports, and support process improvement initiatives.