Ayush Dave

Developing DPDP Act 2023 compliant machine learning system for crime prediction across 38 states and 944 districts analyzing 22243 crime records from 2001 to 2026. Building ensemble classification model with XGBoost, Random Forest, LightGBM and Neural Networks achieving 80 to 86 percent F1-score on 31 crime categories. Designing implementation framework with data quality audit, bias prevention and governance safeguards under supervision of School of Cyber Dean.

Cyber Security Intern - Crime Prediction and Predictive Policing - UP State Institute of Forensic Science (UPSIFS) - Lucknow, Uttar Pradesh

(2026-05 - 2026-07)

• Developing DPDP Act 2023 compliant machine learning system for crime prediction across 38 states and 944 districts analyzing 22243 crime records from 2001 to 2026.
• Building ensemble classification model with XGBoost, Random Forest, LightGBM and Neural Networks achieving 80 to 86 percent F1-score on 31 crime categories.
• Designing implementation framework with data quality audit, bias prevention and governance safeguards under supervision of School of Cyber Dean.

IT Intern (Industry Internship Project) - Pidilite Industries Limited - Valsad, Gujarat

(2026-01 - 2026-03)

• Developed product quality prediction system using Machine Learning for Dr. Fixit waterproofing products.
• Created synthetic dataset of 1000 production batch records based on validated parameter ranges from plant engineers.
• Implemented Random Forest Classifier achieving 92.5% accuracy using GridSearchCV with 5-fold cross-validation.
• Performed feature importance analysis confirming viscosity and solids percentage as primary quality predictors.

Junior Software Intern - UPL (United Phosphorus Limited) - Vapi, Gujarat

(2024-05 - 2024-06)

• Supported project tasks using SAP and enterprise tools for data processing and reporting.
• Assisted in database handling and internal documentation workflows.
• Gained exposure to corporate IT operations and professional work culture.

Data Analyst Intern - Suvidha Foundation - Remote

(2023-07 - 2023-08)

• Performed data segregation and preprocessing from research datasets.
• Applied basic data mining techniques for trend analysis and insights.
• Visualized datasets using Python libraries for decision support.

B.Tech. - CSE - UnitedWorld Institute of Technology, Gandhinagar (2022 - 2026)

Senior Secondary - SSV Gyan Kendra (2020 - 2022)

Secondary - Saraswat International Academy (2018 - 2020)