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Mansi Khamkar's Projects

adsa_assignment1 icon adsa_assignment1

Implemented infix calculator using stack, generic deque and BigInteger operations from scratch

adsa_assignment2 icon adsa_assignment2

Implemented AVL tree as well as ordered and unordered hashmaps from scratch

adsa_assignment3 icon adsa_assignment3

Implemented suffix array for different tasks, trie and external merge sort

aos_reports icon aos_reports

Reports on various topics in Advanced Operating Systems

autoencoder icon autoencoder

Implemented and trained an Auto-encoder to reconstruct images, compared them with images reconstructed using PCA and conducted various experiments using PyTorch

backpropagation icon backpropagation

Implemented back-propagation algorithm on a neural network from scratch using Tanh and ReLU derivatives and performed experiments for learning purpose

basic_gans icon basic_gans

Implemented and experimented with GAN, Conditional GAN and Deep-Convolutional GAN on various datasets for comparison, learning and demonstration purposes

bertmelon icon bertmelon

Sentiment analysis using BERT on Hindi-English code-mixed data

cnn_classifier icon cnn_classifier

Implemented and trained CNN using PyTorch, to classify images and performed transfer learning using VGG16

college-events-portal icon college-events-portal

It is a website displays all events in the college and lets students register for the events online.

deepfrankwolfie_optimizer icon deepfrankwolfie_optimizer

Experimented with and compared DFW neural network optimizer with SGD and ADAM on both vision and language tasks

eps-pyweb icon eps-pyweb

Developed a web-portal using Python (Flask) and MVC architecture to let exhibitors host exhibitions, request and manage participations from several businesses and manage visitor registrations. Designed the database schema and managed user searches and registrations using distributed database architecture.

fifa_clustering icon fifa_clustering

Performed KMeans, Agglomerative, Divisive, DBSCAN clustering on FIFA dataset along with outlier detection and cluster analysis

file_lifetime icon file_lifetime

A Linux daemon script to automatically check and permanently delete those files whose lifetime provided by the user has expired

gradientdescent icon gradientdescent

Implemented gradient descent algorithm and its variants from scratch and visualized their results by training models, for comparison and learning purposes

interior_dec icon interior_dec

It is a website for interior decorators to showcase their designs in a 360 degree spherical view.

kmeans_on_imgs icon kmeans_on_imgs

Implemented KMeans from scratch and trained it on Fashion-MNIST dataset by experimenting with initializaion methods like forgy, random partitions, kmeans++ and found the optimal number of clusters by implementing elbow & silhouette algorithms from scratch

la_report icon la_report

A comprehensive report on applications of sparse matrices and various operations performed on them to explore and analyze social networks

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