💡 DSU Exam Strategy & Guidance
Supervised vs Unsupervised Learning, Linear/Logistic Regression, Decision Trees (ID3), SVM, Multi-Layer Perceptron (Backpropagation), Convolutional Neural Networks (CNN), and RNN/LSTM.
High-Yield Passing Strategy: Master the Backpropagation gradient descent weight update equations and CNN layer operations (Convolution, ReLU, Max Pooling).
Most Repeated Question Topics:
Backpropagation Algorithm DerivationCNN Architecture (Convolution, Pooling, Fully Connected)SVM Kernel Functions & Hyperplane MarginDecision Tree Entropy & Information GainRNN Vanishing Gradient Problem & LSTM Gates