Muhammad Usman Tariq

Pre-Trained Model-Based NFR Classification: Overcoming Limited Data Challenges

2023 · IEEE Access

Machine learning techniques have shown promising results in classifying NFR. However, the lack of annotated training data in the domain of requirement engineering poses challenges to the accuracy, generalization, and reliability of ML-based methods, including …

A Deep Features-Based Approach Using Modified ResNet50 and Gradient Boosting for Visual Sentiments Classification

2024 · arXiv (Cornell University)

The versatile nature of Visual Sentiment Analysis (VSA) is one reason for its rising profile. It isn't easy to efficiently manage social media data with visual information since previous research has concentrated on Sentiment Analysis …