Computer Vision Surgical Skill Prediction Improving surgical skill prediction on unsupervised simulated JIGSAWS dataset. Text to Image Synthesis Implemented StackGAN and analyzed importance of stacked architecture. NLP Human-Aware Recurrent Transformer Evaluating importance of user-state in HaRT model on document level tasks. Sentimental Analysis of Short Texts Enhanced accuracy of CharSCNN model by 1.5% using unsupervised pre-training. Data Science & Machine Learning Covid-19 Resource Prediction Quantifying mental health impact of the pandemic and predicting bed hospital bed deficits. Cognitive Prosthesis for Goal Achievement Incorporating dynamic priorities in classification of tasks to optimize current model.
