SFWRTECH 4NN3
Neural Networks and Deep Learning
Fall 2021
Topics
- Machine learning and deep learning
- Single layer neural networks architecture and training
- Multi-layer neural networks architecture
- Activating via forward propagation
- Training via back propagation • Parallelizing neural network training
- Training neural networks via TensorFlow
- Other DNN frameworks and hardware (Caffe
- Theano
- Nvidia cuDNN
- Neural networks
- Real- world
- Convolutional Neural Network CNN architecture
- Training deep CNNs
- Image classification with deep CNNs
Readings
- Deep Learning; Goodfellow, Bengio and Courville; ISBN 0262035618ISBN 0262035618