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