Transformer Model Final Year Projects with Source Code
Transformer Model Final Year Projects for BE, BTech, ME, MSc, MCA and MTech final year engineering students. These Transformer Model projects give practical experience and help complete final-year submissions. All projects follow IEEE standards and each project includes source code, project thesis report, presentation, project execution and explanation.
Transformer Model Final Year Projects
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A Stock Price Prediction Method Based on BiLSTM and Improved Transformer
This project develops a new method to predict stock prices more accurately and reliably. It combines three advanced models—BiLSTM, Transformer, and TCN—to use their strengths in analyzing stock data. The method was tested on multiple stocks and consistently outperformed existing prediction approaches. It provides stable, precise forecasts without timing issues. -
A Swin Transformer-Based Approach for Motorcycle Helmet Detection
This project focuses on automatically detecting whether motorcyclists are wearing helmets using video cameras. It uses advanced computer vision and machine learning techniques to identify helmets even in complex situations and with multiple passengers. The method combines a transformer model with other neural network tools to improve accuracy. Tests show that it works better than existing detection systems. -
Classification and Prediction of Drivers Mental Workload Based on Long Time Sequences and Multiple Physiological Factors
This project focuses on understanding a driver’s mental workload to improve road safety. The researchers collected physiological data like heart rate and skin activity while driving. They developed a model called LTS-MPF that looks at all these signals over time to predict how stressed or focused a driver is. The model can classify the current mental state and even predict the next second, achieving over 93% accuracy. -
BREE-HD A Transformer-Based Model to Identify Threats on Twitter
This project focuses on detecting online threats and harassment on social media, especially targeting women. The researchers created a dataset of tweets and built a transformer-based model called BREE-HD to classify them as sexist or non-sexist threats. The model achieves very high accuracy and uses explainable AI to show how it makes decisions. In the future, it could help identify harmful messages in real-time.
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Transformer Model Project Synopsis & Presentation
Final Year Projects helps prepare Transformer Model project synopsis, including problem statement, objectives, existing system, disadvantages, proposed system, advantages and research motivation. We provide PPT slides, tutorials, and full documentation for presentations.
Transformer Model Project Thesis Writing
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