This repo contains the notebooks regarding the deep learning project with my students at Spelman College.
Laila N.Hayes and Princess Sampson were supported by CODE Scholars Project funded by Accenture.
Erin N.Ojeda worked as a MathRamp Scholar funded my Mathematics Department.
You can find our presentations in projects folder. In Spelman College Researc Day, Erin N.Ojeda and Princess Sampson were placed #1 and #2 in Computer Science Category. Laila N.Hayes was placed #1 in Mathematics Category! Keep up the great work guys!
We covered the following topics throughout our research.
- Introduction and General Motivation
- Gradient Descent(GD) Algorithm
- Project-1: Advertisement strategy
- Project-2: Analyzing insurance charges
- From Linear Regression to Neural Networks
- Basics of Image Processing
- Introduction to Pytorch
- Part1:Feed Forward Neural Networks
- Part2:Convolutional Neural Networks
- Part3:Data Augmentation Transfer Learning
- Part4:Hyperparameter Optimization with Optuna