Ashutosh Rana

I am a machine learning practitioner with hands-on experience building and deploying predictive models and analytics solutions. I hold an MCA (in progress) and a BCA, and I apply academic training to real-world datasets to drive business outcomes.

I've developed and deployed XGBoost and deep learning models for retail purchase prediction and sentiment analysis, working with datasets ranging from 7k to 550k+ records. I emphasize robust preprocessing, feature engineering, and model validation to deliver reliable predictions.

I build interactive user-facing applications using Streamlit and deploy solutions on cloud infrastructure like AWS EC2, and I create visual dashboards in Power BI to make insights operational for stakeholders. My work includes segmentation, churn analysis, and targeted recommendations to reduce customer attrition.

I continuously expand my skills through certifications and project work, focusing on model deployment, MLOps basics, and practical use of Python, TensorFlow, Scikit-learn, and data visualization to translate analytics into business value.