Dr. Abir N***

Quantum Machine Learning Algorithms Visual Question Answering and Multimodal LLMs Graph Neural Networks for Relational Reasoning Adversarial Robustness and Model Verification Continual and Lifelong Machine Learning Human-in-the-Loop Machine Learning Systems Neural Architecture Search and Edge Quantization Algorithmic Fairness Bias Detection and Ethics in AI High-Performance GPU Distributed Model Training Time-Series Forecasting with Attention Networks Automated Code Generation and Program Synthesis Federated Learning and Differential Privacy Neuromorphic Computing and Event-Based Vision Symbolic AI and Neuro-Symbolic Integration Formal Program Verification and Model Checking Embedded Systems Firmware Reliability Automated Software Testing and Fuzzing High-Throughput Message Brokers (Kafka/Pulsar) Software Architecture Evolution and Metrics