This is a repository with some sample codes from my academic courses. These samples include:
- Advanced Computer Vision HW5, where I have implemented image template matching and point cloud alignment,
- Deep Learning HW1, where I have implemented an MLP model using NumPy from scratch,
- Deep Learning HW2, which is a sample ResNet architecture used on CIFAR10 dataset.
- Deep Learning HW4, which contains my implementations of a VAE, GAN, and a Deep Convolutional GAN (DCGAN) on MNIST dataset,
- Deep Learning HW5, which includes an implementation of Deep-Q Network (DQN) on the Cart-Pole-v1 environment,
- Machine Learning Project, which applied sentiment analysis to a given text data,
- Modern Information Retrieval HW2, which had my implemented text classification and clustering on text data,
- Modern Information Retrieval HW3, which is a scraper (crawler) in Python on papers from Semantic Scholar, plus ElasticSearch interfaces, PageRank, HITS (Hyperlink_Induced Topic Search), and query search.
A simple sports website as my project for web programming course is also located in my Web-Project repository.