Dear Client,
Firstly, we would like to thank you for considering N&T Negocios y Tecnologias s.r.l. for your upcoming project. Our company has been in the IT industry for over 20 years, specializing in the development of web, mobile, blockchain and AI projects. We are confident that our expertise and experience make us the best option to fulfill your requirements.
As per our discussion, we propose solutions for your project "Deep Learning for Image Segmentation." Our team of experts will use deep learning models such as Mask RCNN to analyze radiography (x-ray) in detecting various conditions, structures, areas, etc. The model will be tuned and hosted on AWS Sagemaker with endpoint, ensuring seamless integration with your existing infrastructure. We will also create a continuous improvement process using ML Ops such as detecting drift that maintains the model's accuracy and consistency.
Moreover, we propose to build a website and mobile app for inference, which will offer seamless user experience by rendering the results in real-time. The architecture of the website and mobile app will be based on the latest technologies and frameworks available.
After careful consideration, we believe the best architecture and technology to use are TensorFlow, Python, and AWS Sagemaker. Tensorflow is a powerful AI framework that effectively performs the image segmentation and is well-suited for deep learning models. Python, a widely used programming language, offers many libraries and functions that will be handy for this project. AWS Sagemaker, a cloud-based machine learning platform, makes it easy for us to train, deploy, and manage the machine learning models.
We would appreciate your response to our proposal and take any feedback into consideration. Our team is prepared to answer any questions you might have. We thank you again for considering our proposal, and we look forward to the opportunity to work with you on this project.
Sincerely,
N&T Negocios y Tecnologias s.r.l.