Postgraduate Certificate in AI and Machine Learning Systems Architecture
-- ViewingNowThe Postgraduate Certificate in AI and Machine Learning Systems Architecture is a comprehensive course that addresses the growing industry demand for AI and ML experts. This certificate program focuses on equipping learners with essential skills to design, implement, and manage AI and ML systems, making them highly valuable to employers.
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โข AI & Machine Learning Overview: Introduction to Artificial Intelligence and Machine Learning, Primary AI concepts, Machine Learning algorithms and techniques
โข Mathematics for AI & Machine Learning: Linear Algebra, Probability, Calculus, and Statistics for Machine Learning
โข Data Preprocessing: Data Cleaning, Feature Engineering, Data Scaling, and Data Splitting
โข Machine Learning Models: Supervised Learning, Unsupervised Learning, and Reinforcement Learning models
โข Neural Networks: Introduction to Neural Networks, Activation Functions, Forward Propagation, and Backpropagation
โข Deep Learning: Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), Long Short-Term Memory (LSTM) networks
โข AI & Machine Learning Systems Architecture: Designing AI and Machine Learning Systems, Deployment Architectures, Scalability, and High Availability
โข Cloud Computing for AI & Machine Learning: Google Cloud Platform, Amazon Web Services, and Microsoft Azure for AI and Machine Learning
โข AI & Machine Learning Ethics: Bias, Discrimination, Explainability, and Accountability in AI and Machine Learning
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