Machine Learning for Engineering & Science Applications | IIT Madras - #93 Introduction to Generative Model | Machine Learning for Engineering & Science Applications

Welcome to 'Machine Learning for Engineering & Science Applications' course ! Tired of just classifying data? Want to create something new? This lecture opens the door to Generative Models, a class of algorithms that can synthesize new data that resembles your training set. We'll contrast generative models with supervised and unsupervised learning, highlighting their unique ability to model the underlying probability distribution of your data. From generating realistic images and text to enhancing resolution and creating synthetic medical data, the applications are mind-blowing! We'll also introduce the stars of generative modeling: Variational Autoencoders (VAEs) and Generative Adversarial Networks (GANs). Get ready to unleash your creativity! NPTEL Courses permit certifications that can be used for Course Credits in Indian Universities as per the UGC and AICTE notifications. To understand various certification options for this course, please visit https://nptel.ac.in/courses/106106198 #GenerativeModels #SupervisedLearning #UnsupervisedLearning #DensityEstimation #DeepGenerativeModels #Applications