Welcome to my repository, for exploring the exciting world of Machine Learning and Deep Learning! This repository is based on the courses that I enrolled in ECE, UT, offering a collection of engaging mini-projects that will equip you with practical skills and a deeper understanding of Deep Learning concepts.
Sharpen Your Skills, Tackle Diverse Problems:
This repository goes beyond theory, providing hands-on projects that address various real-world Deep Learning challenges. Dive into topics like:
- Generalization in Classification: Understand how well your models perform on unseen data.
- Robustness in Classification: Explore how to make your models resilient to adversarial attacks and noise.
- Interpretability in Tabular Data: Gain insights into your model's decision-making process for structured data.
- Interpretability in Image Data: Uncover the hidden patterns your models use to recognize objects in images.
- (and more to come!)
- Sentiment Analysis with ML: An IMDB sentiment analysis using text preprocessing and multiple ML models.
Stay Tuned!
This repository is constantly evolving, with new projects and exciting challenges being added regularly.