👋 Hi! I'm
Ashton Sobeck

My goal is to help others do what they do best.
I am team oriented, goal driven, and ready to take on new challenges!

Some of My Projects...
Reducing Dataset Size for CNNs Using PCA

  • We wanted to see if applying PCA to the CIFAR10 dataset as an input to a Convolutional Neural Network would produce satisfactory results while keeping the dataset size low.
  • Utilizing Python and Keras we created two neural network architectures that trained on different compression percentages of the CIFAR10 dataset, with no compression being the control.
  • We found that compressing 81.25% (Using 6 of 32 principal components) of the data resulted in on par or just below image classification of using the full dataset.

Technologies: Python, Keras, Deep Learning, Neural Networks
sobeck.dev

  • This website! I wanted to learn the Remix framework, and what better way than to make my portfolio with it!
  • I hope to also utilize the easy and seamless database interactions with a coffee profile app in the future.

Technologies: Remix, TypeScript, Web Development
Melbourne Pedestrian Density

  • Using publicly available data on the pedestrian densities in the streets of Melbourne, Australia, we made visualization of the data.
  • Utilizing d3.js on top of deck.gl, an intuitive and beautiful visualization was created. More information is available on the website!

Technologies: JavaScript, d3, deck.gl