Top 10 Computer Science Dissertation Titles 2025

Computer Science Dissertation Titles

Info: 539 words(1 pages)Computer Science Dissertation Titles
Published: 17th July 2025 in Computer Science Dissertation Titles

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1. Fairness-Aware Deep Learning Models for Dynamic Insurance Pricing

Focus: Study methods for identifying biases in pricing models that use demographic and behavioural data and mitigating them. Consider integrating explainability tools (like SHAP, LIME) to grant full transparency to high-stake decision-making.

2. Federated Learning for Privacy-Preserving Risk Assessment in Health Insurance

Focus: To develop a federated learning environment whereby multiple healthcare institutions are able to train AI models without sharing sensitive information. Understand the implications for prediction accuracy and regulatory compliance (GDPR).

3. NLP-Based Compliance Framework for Real Estate Contracts and Lease Agreement

Focus: Create an NLP pipeline for legal purposes for the automatic extraction, analysis and flagging of real estate documents for regulatory violations utilizing either Legal-BERT or GPT-4 fine-tuned on relevant lease clauses.

4. Multimodal AI Models for Property Valuation and Appraisal in Real Time

Focus: Using deep learning, this model may combine property images, listing texts, and geolocations for precise and fully explainable valuation. (CNN + Transformer)

5. Computer Vision and Drone-Based AI for Automated Inspection of Insurance Claims

Focus: To develop a computer vision + drone-based AI-generated image system that detects property damage, classify severity and points to next steps reducing processing time to settle insurance claims.

6. AI-Driven Dynamic Rental Pricing: Real-Time Demand Forecast Model for Smart Cities

Focus: Creating AI models in which rental prices are adjusted on-the-fly based on real-time local event data, weather conditions, transportation technology analytics, and general market conditions.

7. Differentially Private AI for Energy Optimization in Smart Buildings

Focus: Design an AI model that performs energy optimization in smart buildings considering IoT data while preserving user privacy through differential privacy mechanisms.

8. Creating Explainable AI Interfaces for Human-Centered Risk Assessment in Insurance

Focus: To achieve human-AI collaboration, interactive and explainable dashboards must be built for underwriters using XAI techniques. Test them with respect to usability, transparency, and trust in decision-making.

9. Cross-Domain Transfer Learning for Predictive Maintenance for Commercial Buildings

Focus: Predictive maintenance would be realized within one domain (e.g., for offices, HVAC); however, it can be adapted to another domain under the paradigm of domain adaptation or transfer learning.

10. AR/VR + AI for Immersive Experience for Property Viewing and Property Customization

Focus: Design an AI-assisted AR/VR real estate system that modifies the virtual tours based on dynamics of user behaviour, user preferences, and affordability analysis.

If any of these topics sparked an idea, that’s a great place to start! When you’re ready, check out our guide on How to Write a Dissertation Title to help you craft a compelling, focused topic for your final project.

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