Jekyll2023-10-31T13:33:30-04:00https://snknitin.github.io/feed.xmlPortfoliopersonal descriptionNitin Kishore Sai Samalasnk.nitin@gmail.comGreen Screen Image Composition Transfer2022-10-14T00:00:00-04:002022-10-14T00:00:00-04:00https://snknitin.github.io/projects/2022/10/project-5<p>Using StableDiffusion for <code class="language-plaintext highlighter-rouge">text2img</code> background generation and <code class="language-plaintext highlighter-rouge">MODNET/U2net</code> model to seamlessly superimpose the isolated foreground using Alpha-matting and apply Nvidia’s <code class="language-plaintext highlighter-rouge">FastPhotoStyle</code> for an image stylization and smoothening</p>
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<li><a href="https://huggingface.co/spaces/NikeZoldyck/green-screen-composition-transfer">Huggingface Space for Demo</a></li>
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<blockquote class="twitter-tweet"><p lang="en" dir="ltr">congratulations to <a href="https://twitter.com/Nitin_wysiwyg?ref_src=twsrc%5Etfw">@Nitin_wysiwyg</a>, bka NikeZoldyck, whose 🥞FSDL course project on Green Screen Composition is one of 🤗 <a href="https://twitter.com/huggingface?ref_src=twsrc%5Etfw">@huggingface</a>'s "Spaces of the Week"!<br /><br />🔥 <a href="https://t.co/GPZHNxdkUW">pic.twitter.com/GPZHNxdkUW</a></p>— Full Stack Deep Learning (@full_stack_dl) <a href="https://twitter.com/full_stack_dl/status/1582505403660713984?ref_src=twsrc%5Etfw">October 18, 2022</a></blockquote>
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<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Built my first <a href="https://twitter.com/huggingface?ref_src=twsrc%5Etfw">@huggingface</a> space app as part of the <a href="https://twitter.com/full_stack_dl?ref_src=twsrc%5Etfw">@full_stack_dl</a> course project. It allows you to do 2 things : <br />1) Remove bg and superimpose on another image using alpha matting <br />2) Image Style transfer using <a href="https://twitter.com/nvidia?ref_src=twsrc%5Etfw">@nvidia</a>'s FastPhotoStyle<br /><br />Check it out! <a href="https://t.co/tbkSay2uWs">https://t.co/tbkSay2uWs</a></p>— ⚡Nike_Zoldyck🔱 (@Nitin_wysiwyg) <a href="https://twitter.com/Nitin_wysiwyg/status/1580954480257814528?ref_src=twsrc%5Etfw">October 14, 2022</a></blockquote>
<script async="" src="https://platform.twitter.com/widgets.js" charset="utf-8"></script>Nitin Kishore Sai Samalasnk.nitin@gmail.comUsing 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 smootheningDeepfakeCapsuleGAN2018-10-08T00:00:00-04:002018-10-08T00:00:00-04:00https://snknitin.github.io/projects/2018/10/project-4<p>Using GANS to generate images that are then used for deep fakes. Using Capsule networks instead of regular CNNs</p>
<ul>
<li><a href="https://github.com/snknitin/DeepfakeCapsuleGAN/blob/master/30168428_finalreport.pdf">Paper</a></li>
<li><a href="https://github.com/snknitin/DeepfakeCapsuleGAN">Code</a></li>
</ul>Nitin Kishore Sai Samalasnk.nitin@gmail.comUsing GANS to generate images that are then used for deep fakes. Using Capsule networks instead of regular CNNsImproving Open Domain Dialogue-Systems (Chatbots)2018-04-08T00:00:00-04:002018-04-08T00:00:00-04:00https://snknitin.github.io/projects/2018/04/project-3<p>Built a seq2seq neural conversational model in PyTorch using attention with intention and a diversity promoting objective function to prevent irrelevant generic outputs’</p>
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<li><a href="http://snknitin.github.io/files/30168428_finalproject_chatbot.pdf">Paper</a></li>
<li><a href="https://github.com/snknitin/ChatBot">Code</a></li>
</ul>Nitin Kishore Sai Samalasnk.nitin@gmail.comBuilt 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-Switching2017-09-01T00:00:00-04:002017-09-01T00:00:00-04:00https://snknitin.github.io/projects/2017/09/project-2<p>Created language agnostic word embeddings via artificial code-switching to share structure across languages for any NLP task when you have less labeled data.</p>
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<li><a href="http://snknitin.github.io/files/acs_paper.pdf">Paper</a></li>
<li><a href="https://github.com/snknitin/Multilingual-Embeddings-using-ACS-for-Cross-lingual-NLP">Code</a></li>
</ul>Nitin Kishore Sai Samalasnk.nitin@gmail.comCreated 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 Labyrinth2016-12-24T00:00:00-05:002016-12-24T00:00:00-05:00https://snknitin.github.io/projects/2016/12/project-1<p>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.’</p>
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<li><a href="http://snknitin.github.io/files/DSR_paper.pdf">Paper</a></li>
<li><a href="https://github.com/snknitin/DQN_vs_DSR-Learning-on-Grid-based-domain-and-game-engines">Code</a></li>
</ul>Nitin Kishore Sai Samalasnk.nitin@gmail.comGeneralized 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.’