Academic Projects
- Image recognition from CIFAR-10 dataset using deep residual learning
- Implemented convolutional neural network in TensorFlow using GPU
- Utilized different related functions and parameters to achieve higher accuracy
- Generative adversarial networks (GAN) in image super-resolution
- Reviewed different types of GANs and their corresponding properties
- Implemented deep convolutional GANs to upscale images by 4x factor
- Classification of `20 Newsgroups’ dataset using Bayes Classifier
- Implemented multinomial naive Bayes model to classify 20k documents
- Compared the performance between MLE and Bayes model for text clustering
- Prediction of a time series sequence using recurrent neural network
- Implemented convolutional neural network in TensorFlow using GPU
- Utilized different related functions and parameters to achieve higher accuracy
- Application of decision tree for ‘Breast Cancer Wisc. (Original)’ dataset
- Utilized sklearn (scikit-learn) toolbox to implement decision tree
- Visualized the decision trees for k-fold cross-validation
- Designing the university course registration system using C
- Designing a system where students can enter and register or drop courses
- Implementing all the primary concepts of programming languages
- Review of ADMM and its applications
- Reviewing the idea of ADMM for optimization algorithms
- Estimation of the underlying pdf parameters for EEG data using ADMM
- Optimization algorithms and machine learning for X-ray CT Images
- Developed a regularized MM algorithm to recover images from sparse sampling
- Appropriate CT image reconstruction from Limited Angle Projections
- Designing one-digit calculator using digital logic design
- Designing the multiplication and division schemes with 74-series ICs
- Designing an efficient method to take inputs and show outputs
Graduate Courses
- Deep Machine Learning, Non-linear Programming, Data Analytics, Linear Algebra, Statistical Machine Learning, Convex Optimization, Detection and Estimation Theory, Abstract Algebra, Probability and Statistics, Real Analysis.
