• AI chatbot mobile app dev startup using iOS dev tools on xcode and Swift.• Design AI/ML based UI to satisfy customer needs.• Develop and train image generation for Chatbot with PonyXL using CoreML and TensorFlow, Incorporating Llama 3.• Optimize customer experiences to accelerate processing time on GPU ML models for larger number of users.• Enhance and invent more personalized chatbot response algorithms.AI/ML RESEARCH PROJECT EXPERIENCE [2023-2024]• Spearheaded AI Imaging projects at Western University: Trained models using SD AUTOMATIC 1111, explored and analyzed potential solutions via Pytorch and OpenCV on Cloud, and fine-tuned solutions for TTI training. Additionally, analyzed and proposed a new AI system architecture with UCIe Interconnect with 2 publications and 1 submission.• Collaborated with Sydney University on video and image super-resolution: Collected and analyzed video artifacts via mobile video live streaming, simulating solutions using MATLAB and CUDA with 1 publication.• Collaborated with University of Berkeley on RVC model using frameworks like Pytorch, TensorFlow andONNXRuntime to train more efficient ONNX models, improving on reducing model complexity.PROJECT EXPERIENCERemote Controlled Car - AI-driven, user-controlled vehicle with task automation (2023-2024)• Designed, modeled and prototyped product using Tinkercad and Solidworks.• Built microchip-controlled car and mechanical components to perform automated tasks.• Used computer vision sensors, path planning and reinforcement learning with simulations to train model.Cat Food Dispenser - Automated feeder for extended family absences (2021)• Designed PCB using EAGLE and combined the electronic and mechanical parts.• Built system architecture controlled by microchip.• Collaborated with teammates using C++ programming to develop functions and deliver the product