Nitin Kishore Sai Samala
Staff Data Scientist/ML Research Engineer | Deep Reinforcement Learning | UMass Amherst CS Grad | NLP | BITSian | Research Enthusiast | Quick Learner
- Sunnyvale, CA
- Github
- Stackoverflow
- Google Scholar
- ORCID
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Green Screen Image Composition Transfer
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Using StableDiffusion for text2img background generation and MODNET/U2net model to seamlessly superimpose the isolated foreground using Alpha-matting and apply Nvidia’s FastPhotoStyle for an image stylization and smoothening
DeepfakeCapsuleGAN
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Using GANS to generate images that are then used for deep fakes. Using Capsule networks instead of regular CNNs
Minimally-Constrained Multilingual Embeddings via Artificial Code-Switching
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Created language agnostic word embeddings via artificial code-switching to share structure across languages for any NLP task when you have less labeled data.
DSR Reinforcement Learning to navigate a Labyrinth
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Generalized Successor Representations from Neuroscience within an end-to-end deep reinforcement learning framework, comparing its efficacy to DQN on two diverse environments (Mazebase and DOOM) given raw pixel observations.’