Advanced Application of Artificial Intelligence and Digital Transformation
- Introduction
- Elements of deep learning: regression
- Elements of deep learning: classification
- Convolutional neural network: computer vision
- Dimensionality reduction: PCA and AE
- Sequence models: RNN, LSTM, GRU, and Transformers
- Generative models: GAN, VAE, NF, and Diffusion
- Digital transformation