Advanced Certificate in Artificial Intelligence (AI) Product Development in the Digital Economy Module 4: Deep Learning Techniques for Advanced AI Product Development
Training Provider: SINGAPORE MANAGEMENT UNIVERSITY
Course Reference: TGS-2024051117
S$600
Original: S$2,000
Save S$1,400
About This Course
This module delves into the advanced concepts and techniques of deep learning as applied to artificial intelligence (AI) product development in the digital economy. Participants will explore cutting-edge methodologies for training, optimising, and deploying deep neural networks. The module covers topics such as convolutional neural networks (CNNs), recurrent neural networks (RNNs), generative adversarial networks (GANs), and reinforcement learning.
What You'll Learn
At the end of the 2-day module, participants will be able to:
• Understand the fundamental principles of deep learning and its applications in advanced artificial intelligence (AI) product development
• Develop proficiency in implementing convolutional neural networks (CNNs) and recurrent neural networks (RNNs) for solving complex AI problems
• Gain practical experience in using advanced deep learning techniques such as transfer learning, generative adversarial networks (GANs), and reinforcement learning for AI product development
• Analyse real-world case studies to evaluate the effectiveness of deep learning models in enhancing AI products' performance and capabilities
• Demonstrate the ability to optimise deep learning models through hyperparameter tuning, regularisation techniques, and model interpretation methods for improved AI product development outcomes
• Understand the fundamental principles of deep learning and its applications in advanced artificial intelligence (AI) product development
• Develop proficiency in implementing convolutional neural networks (CNNs) and recurrent neural networks (RNNs) for solving complex AI problems
• Gain practical experience in using advanced deep learning techniques such as transfer learning, generative adversarial networks (GANs), and reinforcement learning for AI product development
• Analyse real-world case studies to evaluate the effectiveness of deep learning models in enhancing AI products' performance and capabilities
• Demonstrate the ability to optimise deep learning models through hyperparameter tuning, regularisation techniques, and model interpretation methods for improved AI product development outcomes
Entry Requirements
Nil
Course Details
Back to All Courses
Note: To apply for this course, visit the SkillsFuture website or contact the training provider directly.
More Courses from SINGAPORE MANAGEMENT UNIVERSITY
In today’s rapidly evolving technological landscape, the emphasis on digital transformation is mor...
This certificate programme is designed for non-technical professionals who want to develop data visu...
This programme covers the operational aspects of data protection and information security. It seeks ...