Deep Learning Quiz 1 PYQ | Jan 2026 Term | IITM BS Degree | Complete Solutions | #iitmadras #quiz1

site - https://mauryahub.onrender.com/ PDF- https://drive.google.com/file/d/1CY_m... Deep Learning Quiz Solutions | IIT Madras BS Program In this video, I have solved the IIT Madras BS in Data Science – Deep Learning Quiz (March 2026) with detailed step-by-step explanations. All 11 questions are covered along with their correct answers and reasoning, making it perfect for exam preparation. 📌 Topics covered in this video: McCulloch-Pitts neuron and linearly separable functions Shallow neural network scaling property (ReLU vs Sigmoid) MLP architecture and XOR function implementation Parameter counting in regression neural networks Gradient descent with exponential decay learning rate Logistic regression loss calculation with update step NAND function using perceptron (linearly separable check + weights) Perceptron algorithm weight updates and convergence Binary classification NN with sigmoid + cross entropy loss Momentum-based mini-batch gradient descent in linear regression ✅ Each solution is explained clearly in a conceptual + numerical way so you can understand both the theory and calculations. 📖 Best for: IIT Madras BS students Deep Learning exam preparation Machine Learning beginners practicing numericals 👉 If you find this video helpful, don’t forget to Like, Share, and Subscribe for more exam-focused content! #IITMBS #IITMadras #DeepLearning #Transformer #CNN #AttentionMechanism #CBOW #PMI #PPMI #WordEmbeddings #Backpropagation #GradientDescent #NeuralNetworks #MachineLearning #DeepLearningQuiz #IITMBSDegree #PYQ