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Pratik Kubal's Projects

aml-pgm-1 icon aml-pgm-1

Determining Probabilities of Handwriting Formations using PGMs

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Exploring the creation of explainable AI for the task of Writer verification. Experimenting with techniques such as Probabilistic Graphical Models, Autoencoders, Siamese Networks, and Multi-Task Learning. Probabilistic Graphical modelling involves entropy learning and Sigmoid Structured CPD inference mechanism.

athena icon athena

Hardware Implementation of AES using C AES-NI instruction set.

bitswap icon bitswap

Bit-Swap: Recursive Bits-Back Coding for Lossless Compression with Hierarchical Latent Variables

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Machine learning Quick visualization and plot on a general statistical polynomial equation and a Linear equation for Learning and Medium business solutions

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Handwriting Comparison Task in Forensics done using GMM Linear Regression, Logistic Regression and Neural. Built upon the starter code and customized the hyper parameters for each of the approaches.

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Implemented Hough Transform for lines and circles from scratch using only Numpy and some basic libraries. Morphological Image Processing and Histogram Analysis

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SIFT based keypoint detection, Epipolar lines and Color Quantization were main parts in this Project. The Color Quantization using Gaussian Mix(EM algorithm) is still work in process. Hopefully will complete it during Winter Break.

cse574-ml-ensemble_learning icon cse574-ml-ensemble_learning

Implemented an Ensemble of four classifiers (Softmax Logistic Regression, Random Forest, Neural Network, and SVM on MNIST dataset. Then tested the final ensemble for a different unseen US postal Service dataset for digits showing No Free Lunch Theorem

helene icon helene

Computer Vision & Image Processing Project - Implementation of first three steps of Sift Keypoint detection, Sobel Edge detection and template matching for cursors

keras-gan icon keras-gan

Keras implementations of Generative Adversarial Networks.

migsearch icon migsearch

A LAN search module which uses code migration to move through the Network while searching a file

ml-gmm icon ml-gmm

Gaussian Mixture Model for LeToR problem

srgan icon srgan

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

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