CEE 696
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Final Project

CEE 696-003: Deep Learning in Civil and Environmental Engineering and Earth Science

Spring Semester 2023

Schedule

Date Topic Reading Action Items
01/09/2023 M Introduction materials Watch 3B1B video (1)
01/11/2023 W Feedforward Neural Networks (1) - Intro to NNs materials HW0 due
01/16/2023 M No Class (MLK day)
01/18/2023 W Feedforward Neural Networks (2) - Optimization/Loss Function materials Watch 3B1B video (2)
01/23/2023 M Feedforward Neural Networks (3) - Backpropagation/Stochastic Gradient Decent materials Watch 3B1B video (3), (4)
01/25/2023 W Feedforward Neural Networks (4) - Initialization/Intro to Generalization materials HW1 due
01/30/2023 M Feedforward Neural Networks (5) - Generalization materials
02/01/2023 W Feedforward Neural Networks (6) - Visualization/Interpretation materials
02/06/2023 M Convolutional Neural Networks (1) - Intro materials Watch 3B1B video
02/08/2023 W Convolutional Neural Networks (2) - Architecture materials HW2 due
02/13/2023 M Convolutional Neural Networks (3) - Visualization/Interpretation materials
02/15/2023 W Convolutional Neural Networks (4) - Miscellaneous Topics materials
02/20/2023 M No Class (Presidents’ Day)
02/22/2023 W Midterm
02/27/2023 M Recurrent Neural Networks (1) - Introduction materials Midterm due
03/01/2023 W Recurrent Neural Networks (2) - LSTMs/GRUs materials
03/06/2023 M Recurrent Neural Networks (3) - Miscs/Recent Advancements materials
03/08/2023 W Data Augmentation and Transfer Learning materials
03/13/2023 M No Class (Spring Break)
03/15/2023 W No Class (Spring Break)
03/20/2023 M Autoencoders (1) - Intro materials
03/22/2023 W Autoencoders (2) - Variational Autoencoders materials
03/27/2023 M No Class (Kuhio Day)
03/29/2023 W Generative Adversarial Networks (1) - Intro materials
04/03/2023 M Generative Adversarial Networks (2) - Implementation materials
04/05/2023 W Normalizing Flow/Diffusion Model materials
04/10/2023 M Intro to GPUs materials
04/12/2023 W Hyperparameter Optimization materials
04/17/2023 M Brief Intro to Reinforcement Learning materials
04/19/2023 W Physics-Informed Learning (1) - Introduction materials Karpatne@NIPS-DLPS 2017
04/24/2023 M Physics-Informed Learning (2) - PINNs/ResNet materials Raissi@AAAI-MLPS 2020
04/26/2023 W Physics-Informed Learning (3) - Applications materials
05/01/2023 M Final Project Preparation/Office Hours materials
05/03/2023 W Final Project Preparation/Office Hours materials
05/12/2023 F Final Presentation 2:15-4:15 PM