Deep Learning Quiz-2 PYQ | Jan 2026 Term | IITM BS Degree | Complete Solutions | #iitmadras #quiz2

Site - https://mauryahub.onrender.com/ PDF - https://drive.google.com/file/d/1EPTn... 🔥 Deep Learning Quiz-2 PYQ Solutions | Jan 26 Paper Solved 🔥 Complete walkthrough of IITM BS Deep Learning Quiz-2 (Jan 26) with detailed explanations of both conceptual and numerical questions. This video is specially focused on exam-oriented problem solving, shortcuts, and parameter-count tricks frequently asked in quizzes and End Terms. 📌 Topics Covered ✅ Optimization Algorithms • Adam, AdaGrad, RMSProp, AdaDelta • NAdam & Momentum intuition • Backtracking Line Search numericals ✅ Neural Network Fundamentals • ReLU vs Leaky ReLU • Vanishing Gradient intuition • SGD update logic • Bias & Variance numericals ✅ CNN Numericals • Parameter counting • Output shape calculations • SAME padding tricks • Bottleneck vs Inception modules ✅ Forward Propagation & Loss • Softmax step-by-step • Cross-Entropy loss • L2 Regularization • Complete forward pass numericals ✅ PYQ Solving Tricks • Fast parameter-count methods • Matrix shape shortcuts • Exam-oriented intuition • Common mistakes to avoid 🎯 Why This Video Is Helpful ✔ Detailed handwritten explanations ✔ Hinglish explanations for easy understanding ✔ Step-by-step numerical solving ✔ PYQ-focused preparation ✔ End Term + Quiz preparation together 📚 Perfect for: • IITM BS Deep Learning students • Quiz-2 preparation • End Term revision • Quick DL recap before exams 💡 File solved in this video: Deep Learning Quiz-2 Jan 26 Paper #DeepLearning #IITMBS #IITMadras #DeepLearningQuiz #PYQ #CNN #Transformer #NeuralNetworks #MachineLearning #Backpropagation #GradientDescent #Softmax #CrossEntropy #L2Regularization #ParameterCount #DLQuiz #IITMBSDegree