Deep Learning Based Recommender Systems -- A Comprehensive Set of Novel Residual Blocks for Deep Learning Architectures for Diagnosis of Retinal Diseases from Optical Coherence Tomography Images -- Three-Stream Convolutional Neural Network for Human Fall Detection -- Diagnosis of Bearing Faults in Electrical Machines using Long Short-Term Memory -- Automatic Solar Panel Detection from High Resolution Orthoimagery Using Deep Learning Segmentation Networks -- Training Deep Learning Sequence Models to Understand Driver Behavior -- Exploiting Spatio-temporal Correlation in RF Data using Deep Learning -- Human Target Detection and Localization with Radars Using Deep Learning -- Thresholding Strategies for Deep Learning with Highly Imbalanced Big Data -- Vehicular Localisation at High and Low Estimation Rates during GNSS Outages: A Deep Learning Approach -- Multi-Adversarial Variational Autoencoder Nets for Simultaneous Image Generation and Classification -- Non-convex Optimization using Parameter Continuation Methods for Deep Neural Networks.