• Novelty and Outlier Detection: Problem Definition • Significance of the problem • Causes of the Outliers • Applications of Novelty and Outlier Detection • Deep Learning based Outlier Detection Approaches • Out-of-Distribution Detection • Out-of-Distribution detection in Skin Cancer and Malaria images Dr. Sarfaraz Hussein is an Applied Scientist working on machine learning applications in e-commerce and healthcare. He has published several papers in leading conferences and journals including IEEE Transactions on Medical Imaging, IEEE Transactions on Biomedical Engineering, International Symposium on Biomedical Imaging, and Information Processing in Medical Imaging. His research interests include classification and detection problems in machine learning, medical image analysis, computer vision and deep learning. He also serves as a reviewer for various journals and as speaker for Machine Learning and Data Science conferences. ✅ Connect with Sarfaraz: https://www.linkedin.com/in/sarfaraz-hussein-ph-d-9298648/ ✅ Connect with Optimized AI Conference on LinkedIn - https://www.linkedin.com/company/oaiconference/ ✅ Connect with Optimized AI Conference on Twitter: https://x.com/southerndsc ✅ Visit Optimized AI Conference Website - https://www.oaiconference.com/