Security Point object detection

Oct 6, 2023   | #Research Project  #Computer Vision  #MLOps  

• StatusCompleted
• TypeGroup
• AreaDL
• RoleData Scientist
• Code base

Description

This project aimed to develop a mobile app that uses deep learning techniques, specifically Convolutional Neural Networks (CNNs), to identify objects in images captured by the user's smartphone camera.

Features

• pre-trained CNN models like MobileNetV2
• fine-tuned them on a custom dataset
• optimized the model for real-time performance on mobile devices using TensorFlow Lite

Technologies

Methodologies

REST API development DBMSMicor-services architecture

Lessons Learned

• Proficiency in deep learning
• real-time image processing
• model optimization