Harshitha Voleti

I am a final-year undergraduate majoring in Computer Science at Jawaharlal Nehru Technological University, Hyderabad. I am interested in the applications of Machine Learning in Healthcare. Currently, I am a research intern at University of Cincinnati working on biomedical image analysis.

Besides research, I enjoy being a part of various communities, volunteer, draw and read books.

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Research

I'm interested in deep learning, machine learning, and image processing. I would like to explore more of computer assisted diagnosis and prognosis for medical imaging.

Projects

ongoing Emoji Prediction
Harshitha Voleti, Aashitha Tellakula, Jahnavi Chilakapati
Group Project (Academic)
[ Code]

Ongoing


hpp Pneumonia Detection in Chest X-Rays
Harshitha Voleti
Personal Project
[ Code]

(Deep Learning)


Designed and implemented a convolutional neural network to detect Pneumonia from Chest X-Rays. Achieved an accuracy of 92% by performing Data Augmentation
hpp Parkinson's Disease Detection
Harshitha Voleti
Personal Project
[ Code]

(Linear Regression, KNN, Naive Bayes, Decision Tree, Random Forest, SVM, XGBoost)


Analysed the performance of various algorithms for the given dataset. Achieved highest accuracy of 97.43% for KNN and Random Forest. However AUROC revealed KNN performs better compared to Random Forest.
hpp MNIST Handwritten Digit
Harshitha Voleti
Personal Project
[ Code]

(Deep Learning - ANN , CNN)


Implemented ANN in Pytorch and CNN in both Pytorch and Tensorflow on MNIST Data
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