Hello mentors! I’m Shah Anwaar Khalid, currently a 3rd year student at IIITDM, Chennai, India. I’ve been working with mlpack for quite some time, and have been familiarizing myself with the ANN codebase.
I wish to spend this summer working with mlpack under GSoC ‘21. I’m particularly interested in working on improving the GAN class of mlpack and I hope to get some suggestions on improving my proposal through this thread. I apologize, in advance, in case this email gets too long. After exploring the GAN class for quite some time now, i’ve realized that there are still a lot of open pull requests on GANs that have some pending work. Furthermore, a lot of state of the art GAN models have not yet been implemented. So, in my project I want to finish the pending work in the open pull requests and extend the functionality of GAN class by implementing some of new models that have come up in the last couple of years. I’m interested in the following pull requests: 1. Dual Optimizer for GANs <https://github.com/mlpack/mlpack/pull/1888> 2. Label smoothing in GANs <https://github.com/mlpack/mlpack/pull/1915> 3. Frechet Inception Distance <https://github.com/mlpack/mlpack/pull/1939> 4. Cycle GANs <https://github.com/mlpack/mlpack/pull/1497> I’m also interested in adding the following GAN models: 2. Pix2Pix 3. StyleGAN I’ve started working on dual optimizer PR and hope to finish it before GSoC. I’ll write a more detailed mail describing the components of Pix2Pix and StyleGAN once I get some feedback on this. Thanks and Regards Shah Anwaar Khalid GitHub: hello-fri-end
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