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An introduction to the theory of convolutional neural networks and the basis of machine learning for computer vision. We explore motivation, theory and practical applications of mining over image data.
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Below is a selected list of problems & exercises that I had worked on when I took Math 156 - Machine Learning with Professor Farolfi in Fall 2025.
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Below are a couple of notes I have made while reading `Introduction to Neural Network Verification’ by Aws Albarghouthi, University of Wisconsin-Madison. This is a text on correctness and verification in deep learning (in essence, AI safety). I was assigned this reading by my advisor, Guido Montúfar as part of our project in ‘Quantification & Verification of AI Systems’ in the MathML Group.
Published:
Below are a couple of notes I have made while reading `Introduction to Neural Network Verification’ by Aws Albarghouthi, University of Wisconsin-Madison. This is a text on correctness and verification in deep learning (in essence, AI safety). I was assigned this reading by my advisor, Guido Montúfar as part of our project in ‘Quantification & Verification of AI Systems’ in the MathML Group.