At the beginning of this 2023 year, five Master’s students from the SMU School (Singapore Management University) started their capstone projects with Taipy.

What is the SMU School?

A premier university in Asia, the Singapore Management University (SMU) is internationally recognised for its world-class research and distinguished teaching. Established in 2000, SMU’s mission is to generate leading-edge research with global impact and produce broad-based, creative and entrepreneurial leaders for the knowledge-based economy.

Home to around 10,000 undergraduates and postgraduates, SMU comprises eight schools: School of Accountancy, Lee Kong Chian School of Business, School of Economics, School of Computer and Information Systems, Yung Pung How School of Law, School of Social Sciences, College of Integrative Studies and College of Graduate Research Studies. SMU offers a wide range of bachelor’s, master’s and PhD degree programmes in the disciplinary areas associated with the six schools, as well as in interdisciplinary combinations of these areas.

When Deep learning meets Taipy

We would like to thank Prof. Ta Nguyen Binh Duong for this collaboration between the SMU School of Information Systems and Taipy. These Machine Learning projects will extend the capabilities of Taipy by providing NLP interfaces to query data frames and map the results into Taipy graphics. The students will:

• Design and build Deep Learning models,
• Create the Training and Scoring pipelines (using Taipy Core) and
• Connect them with Taipy’s powerful graphical interface.

These innovative projects are developed using Python Open source eco-system: Pandas, Taipy, Tensorflow, and Keras. NVidia’s GPUs will be used for the training phase of the Deep Learning models.

Besides improving their experience with Machine Learning techniques and NLP, the students will also contribute to the field of Generative AI since the projects are nothing short of a Chat-GPT-like interface to data frames.

Taipy is thrilled to participate in such a collaboration and looking forward to showing the results soon!