This was an assignment I did for a computer vision course CMPT412 at Simon Fraser University. My requirements and results are in the pdfs. My results are most understandable on the last pages of my results pdf. I got full marks on this assignment.
MINST Optical Character Recognition, Sept 2023.
https://github.com/JaredTweed/MINST-artificial-intelligence
- Implemented and optimized core components of a deep neural network, including convolution, pooling, and ReLU layers, using Python and numpy.
- Developed efficient forward and backward pass algorithms for image processing, demonstrating strong understanding of neural network architectures.
- Achieved ~95% accuracy in image classification tasks through meticulous network training and parameter tuning over 2000 iterations.