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Utkarsh Bajpai's Projects

brain-age-prediction icon brain-age-prediction

Compared Bayesian, elastic net, random forest and standard regression using grid search for brain age prediction. Removed outliers, highly correlated features. Used lasso to find relevant features.

handwritten-digit-recognition icon handwritten-digit-recognition

A Handwritten Digit Recognition System to evaluate the effectiveness of various types of classifiers such as MLP classifier, K Nearest Neighbour Classifier, SVC, Decision Tree Classifier, Random Forest Classifier, AdaBoost Classifier and GaussianNB in recognising handwritten digits.

justjava icon justjava

This is a Coffee Ordering app which shows the final amount the user has to pay.

local-outlier-factor icon local-outlier-factor

This repository contains our improvements of the algorithm introduced in [1]. Following the course curriculum our efforts concentrated on restructuring, unrolling and vectorizing various elements of the computations. Furthermore we have experimented with different data structures and memory layouts.

parameter-optimization-for-deepz-robustness-verification icon parameter-optimization-for-deepz-robustness-verification

DeepZ is a method for local robustness verification, based on zonotopes, a type of convex relaxations, and abstract transformations. While affine transformations and convolutions can be represented exactly using this framework, a sound over-approximation has to be used to approximate the ReLU function. The abstract transformer used in DeepZ is parameterized by one parameter per hidden unit. In this work we propose an optimization strategy for this parameterization to increase the maximum verifiable image perturbation for both fully-connected and convolutional network architectures.

sentdex-ml-youtube-tutorials icon sentdex-ml-youtube-tutorials

Repo for code of Practical Machine Learning Tutorial with Python Youtube tutorial by sentdex. The objective of this course is to give a holistic understanding of machine learning, covering theory, application, and inner workings of supervised, unsupervised, and deep learning algorithms.

strs icon strs

Software Engineering Project-App for booking a mode of trasport.

vqa-tensorflow icon vqa-tensorflow

Tensorflow Implementation of Deeper LSTM+ normalized CNN for Visual Question Answering

whoisfree icon whoisfree

A complete timetable management system for Faculties, Students or any VIT club/chapter.

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