Machine Learning for Engineering & Science Applications | IIT Madras - #36 XOR Gate | Machine Learning for Engineering & Science Applications

Welcome to 'Machine Learning for Engineering & Science Applications' course ! This lecture tackles the XOR problem, a classic challenge that highlights the limitations of single-layer perceptrons. It demonstrates how to represent the XOR gate using a multi-layer neural network, introducing the concept of hidden layers and the power of deep learning architectures. The lecture emphasizes the need for multiple layers to model complex non-linear relationships in data. 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 #XORGate #NeuralNetworks #DeepLearning #MultilayerPerceptron #HiddenLayers