Author Archives: williamhuang18

Reflections — William

My independent project for this semester aims to create a report which compares several of the usual deep learning architectures using a set of grocery pictures. I started by watching and reading through open course materials and videos, which I found on the website of Stanford University, course CS231n. I also got in touch with a mentor from my hometown and sought his guidance on this topic. He is a graduate student at Fudan University, Shanghai. We arranged meetings every other week via Zoom and he has been helping me to better understand open course materials. Continue reading

Moving below the surface: Artificial Neural Networks — William

As mentioned before, we will be discussing artificial neural networks in this blog. Being a significant subject in the field of supervised machine learning, neural networks excel at solving classification problems, and, when combined with convolution integrals, are the most popular model for image classification tasks. Continue reading

Wetting the Feet: An Introduction to Machine Learning — William

As we discussed in the previous post, machine learning is one of the main branches of artificial intelligence, in which we aim to build a rational agent. Machine learning is essential to implementation of artificial intelligence, for it allows agents to adapt to different scenarios, as well as predict changes in evolving environment around them. Continue reading

Diving Deep Into Deep Learning: Dipping a Toe in the Water — William

Since its birth in mid 20th century, artificial intelligence has been present in various aspects of the popular culture, from Isaac Asimov’s Three Laws of Robotics in Handbook of Robotics and HAL in 2001: A Space Odyssey, to The Terminator and The Matrix, even influencing our way of life in recent years, including Alpha Go and Siri. But what is artificial intelligence? Or in other words, what is the ultimate goal for artificial intelligence? Continue reading