Supervisor: Samira Ebrahimi Kahou

Responsibilities include:

• Built an AI-agent for automatic evaluation of excavator operators and integrating them LLM to answer questions using the simulator’s documentation
• Researched various LLM fine-tuning approaches, including (PEFT), knowledge distillation, Adapters, and LoRA

Supervisors: Yuri Grinberg and Dan‑Xia Xu

Responsibilities include:

• Optimized neural networks for image‑based deep learning, focusing on uncertainty reduction and model calibration
• Collaborated on interdisciplinary research with applications in photonics and industry, contributing to academic publications

Supervisors: Odile Liboiron-Ladouceur and Dusan Gostimirovic

Responsibilities include:

• Conducted research on manufacturing of integrated photonic ICs using ML approaches
• Developed several CNN models such as U-Net, Attention U-Net, SegNet, EfficientNetB7, DeepLab V3+, and PSP Net
• Improved the accuracy of the model by using an ensemble of multiple architectures

Supervisor: Muthucumaru Maheswaran

Responsibilities include:

• Conducted research on real-time Object Tracking using SOTA models (e.g., YOLO)
• Integrated Google Maps APIs for pixel-to-world coordinate conversion
• Explored NLP techniques to enhance scene understanding and collision detection in LLMs with visualization cues

Responsibilities include:

• Developed an AI-powered automation software, encompassing projects such as Form Recognizer, Barcode Generator, and OCR solutions
• Conceptualizing, designing, and implementing robust algorithms to streamline various processes

Responsibilities include:

• Performed data validation processes on RF networks, ensuring their accuracy, integrity, and optimal performance
• Played role in maintaining the quality and reliability of the networks by analyzing and verifying data

Courses Taught:

• Linear Algebra
• Calculus 1, 2
• Java/Python Programming
• Model-based Programming

Responsibilities include:

• Collaborated with professors and employers to analyze class performance metrics and facilitating data-driven insights