AI-ML Projects
DS203: Big Data Analysis of NASA’s 5 Millennium Solar Eclipse Database (Mar'21 - Nov'21)
DS203: Big Data Analysis of NASA’s 5 Millennium Solar Eclipse Database (Mar'21 - Nov'21)
Computed sampling distributions of mean and variance, and calculated confidence intervals
Hypothesized that solar eclipses averagely are visible from the equator tested it with Z and T tests
Performed regression analysis on the variables and fitted a linear relation with Least Squares Estimation
DS303: Facial Emotion Recognition with CNNs (Mar'21 - Nov'21)
DS303: Facial Emotion Recognition with CNNs (Mar'21 - Nov'21)
Scrutinized research literature on CNN architectures for emotion recognition using human face data
Incorporated dropouts and L2 reg. for generalization; Enabled batch training for efficiency
Applied Stochastic Gradient Descent & Binary Cross Entropy loss and achieved a test-set accuracy of 60%