Do ImageNet Classifiers Generalize?Examines the generalization of ImageNet classifiers, safety-critical applications, overfitting, and the reliability of machine learning models.
Understanding Deep LearningExplores deep learning fundamentals, including image classification, neural network working principles, and machine learning challenges.
Introduction to Data ScienceIntroduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Deep Learning FundamentalsIntroduces deep learning fundamentals, covering data representations, neural networks, and convolutional neural networks.
Machine Learning FundamentalsIntroduces fundamental machine learning concepts, covering regression, classification, dimensionality reduction, and deep generative models.
Convolutional Neural NetworksIntroduces Convolutional Neural Networks (CNNs) for autonomous vehicles, covering architecture, applications, and regularization techniques.