Difficulty: Intermediate. Categories: Core Programming AI.
Deep Learning is an advanced artificial intelligence course that provides students with comprehensive understanding of neural network architectures and modern deep learning techniques. The course covers fundamental concepts including multi-layer perceptrons, backpropagation, gradient descent optimization, and regularization techniques, progressing to advanced architectures such as convolutional neural networks, recurrent neural networks, transformers, and generative models. Students will master essential deep learning concepts including activation functions, loss functions, batch normalization, dropout, transfer learning, and hyperparameter tuning.
Learning objectives
