Projects

projects

Visualising Image Generation using Stable Diffusion

I implemented the Stable Diffusion paper from scratch (with the help of this tutorial), and added the functionality to animate the image generation process. More animated generations can be found here.

[repo]

Relevant XKCD

I made a website to find the most relevant XKCD comic based on the prompt you type. Embeddings of the comic explanations were made, and the most relevant comics are fetched using a similarity search. The website is a Flask application.

[repo][link]

Variations of Softmax on a CNN Classifier

I tested variations of the Softmax activation function on a CNN classifier. I found that taking the logarithm of a variant increased accuracy and converged faster.

[repo][link]

xcode

These are much older Swift projects made from 2018 to 2020. All the featured apps were made without following a tutorial for their logic (spaghetti code warning :P). The image assets for the graphics are also made by me. I have made many more (albeit simpler) applications in Swift, the source code to which can be found below in a larger repository:

[main repo]

[chess]

[minesweeper]

[tetris]

courses

Stanford CS231n: Convolutional Neural Networks for Visual Recognition [my assignment solutions]
Stanford CS229: Machine Learning
Odin Project: Foundations
Coursera: Applied Machine Learning in Python

a more exhaustive list can be found [here]

[homepage]