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Psych.ai
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Combining art+deep learning to enable media enhancement of entertainment content. First place winner at Microsoft GAINS AI Hackathon (2017) |
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Endangered Tales
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Automatic Comic generation for spreading awareness about climate change/sustainability. Best use of OpenAI API at Stanford Treehacks (2021) |
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StoryBoxVR
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Party game using VR and language modelling. |
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Fair + EfficiencyFederated Learning
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Gradient based learning leveraging sparsity is desirable in and has found success in centralized paradigms as well as in federated learning. A key challenge beyond the communication bottleneck in FL is device fairness, in algorithms like FedAvg [esp in non-IID settings] there is significant variance in performance. Our projects aims to leverage sparsity to address this. |
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Lips sometimes lie: Towards undestanding lip reading networks
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Class project for class on High Level Computer Vision, exploring the limitations of AV-HuBERT for lip-reading tasks. |
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Study of effect of Optimizers on Accelerated Backpropgation Techniques
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Investigation of optimizers on networks trained with approximate and sparse operations for a class on Optimization for Machine Learning. |
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Deep Greetings
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Using LSTMs and Neural Style Transfer for generating greeting cards. |
