I am Ruchir Aggarwal, a computer engineer based in Michigan, USA. My primary focus is Artificial Intelligence but I am particularly intested in Deep Learning. I am a passionate coder who wants to make people's lives easier through deep learning powered technology.
(Research)
Currently, I am designing a system that optimizes data collection for different online social movements using social media platform APIs. The system, written in python, tries to optimize data collection for individual movement or across multiple movements. Currently the system is compatible with Twitter and Youtube APIs. When completed, the code will be open-sourced so keep an eye to learn more about it.
(Deep learning, Music)
Roma, is a neural network that will learn music and then make it - something that's considered as deeply human. It uses Pytorch and will be primarily tested with Orchestral and Dubstep Music. More details will come as progress is made.
(Computer Vision)
My team replicated the sinGAN model as described here. sinGAN is an unconditional generative model that can learn from just a single image. The model consists of a pyramid of GANs where each level learns the patch distribution at a different scale of image. I was responsible for developing the GAN architecture for every level of the pyramid.
Stuff I love to work on
I work on building agents that can learn ways to learn different strategies in complex, dynamic and uncertain environments
I want to learn how to make machines can accurately identify and classify objects — and then react to what they “see.”
I build systems that use text and speech data to understand and describe interactions between people
I use data to extract decision making insights. I try to understand the underlying cause and effect in the data.
I use software design principles to design systems to perform all sorts of tasks. I am a firm believer in AGILE methodology for software development
I adopt the fundamental data mining strategies to different real world big data sets and discover the internal patterns hidden in them
I try to get my hands dirty with all sort of technologies. Although my main focus is machine learning, but I have also worked on creating mobile apps, web designing and database management
If you want to work with me or want to know more about me, feel free to contact me. I’m always looking to talk to new people and work on interesting stuff.