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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Published:
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
Improving Open Domain Dialogue-Systems (Chatbots)
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Published:
Built a seq2seq neural conversational model in PyTorch using attention with intention and a diversity promoting objective function to prevent irrelevant generic outputs’
Minimally-Constrained Multilingual Embeddings via Artificial Code-Switching
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Published:
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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Published:
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.’