Graduate Certificate in Deep Learning for Data Scientists

This Graduate Certificate will introduce key topics relevant to data science and Artificial Intelligence (AI). Two courses will be offered under this programme:

• • DSA5202 Advanced Topics in Machine Learning¹
    The course introduces advanced topics in machine learning and their applications to real-world problems. Sample topics include: data driven modelling, data assimilation, convex learning problems, regularization and stability, multiclass predictors, dimension reduction, feature selection and generation, graphical models, hidden Markov models, Gaussian random field, reinforcement learning and deep learning.

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• • DSA5204 Deep Learning and Applications¹
    Deep learning is a powerful machine learning tool for Artificial Intelligence and data science, with a wide range of real-world applications. This course aims to introduce basic concepts, numerical algorithms, and computing frameworks in deep learning. The emphasis is on the numerical algorithms, implementation in industrial computing framework, and examination of real-world data-driven problems drawn from practical applications.

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While these courses are existing courses which are offered to NUS graduate students, they can be taken as stand-alone courses by adult learners. This provides them the option of embarking on continuing education without having to commit to a full qualification upfront.

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¹SkillsFuture Singapore (SSG) funded Modular Course.