Cognitive Class training, MOOC (2020). This learning path presents the basic concepts of deep learning and TensorFlow with hands-on experience in solving problems. Throughout the training, TensorFlow is used in curve fitting, regression, classification and minimization of error functions. This concept is then explored in the deep learning world where TensorFlow is applied for backpropagation to tune the weights and biases while the neural networks are being trained.
Course 1: Deep learning fundamentals
- Introduction to deep learning;
- Deep learning models;
- Additional deep learning models;
- Deep learning platforms and libraries.
Course 2: Deep learning with TensorFlow
- Introduction to TensorFlow;
- CNN - Convolutional Neural Network;
- RNN - Recurrent Neural Network;
- Unsupervised learning.