University Projects & Research

Phishing URL Detection System Using Deep Learning (Major Project)

Duration: April 2024 – March 2025

Team Members: Sagar Niroula, Nirajan Acharya, Rakesh Pandey, Pabitra Rai

Highlight: Developed a phishing URL classifier using CNN and a GA-optimized MLP model.

• Extracted lexical and host-based features to improve detection accuracy.
• Published findings as "Surakshit Web: An AI-Powered Phishing URL Detection System" in InJET.
  DOI: 10.3126/injet.v2i2.78614

Crop Recommendation System Using Machine Learning (Minor Project)

Duration: April 2023 – March 2024

Team Members: Sagar Niroula, Prajwal Khatiwada, Rakesh Pandey, Nirajan Acharya

Highlight: Built a crop recommendation tool using Naive Bayes, Decision Tree, Random Forest, and SVM.

• Trained the models on soil, weather, and crop yield datasets for optimal prediction.
• Published work as "A Comparative Study on Crop Recommendation System" in InJET.
  DOI: 10.3126/injet.v1i2.66708