Shruti Menon Email & Phone Number

Master's student in Data Science looking for full time/Internship opportunities.Proficient in Machine learning, Deep Learning, Data Modeling, Data Visualization.Academic Projects---------------------• Built a Machine learning project applying Natural Language Processing techniques to build a spam detection filter with an accuracy of 97% on 5k+ SMS phone messages and optimized the model using pipelines and text preprocessing.• Developed a Deep Learning model using TensorFlow 2.0 Keras model, Artificial Neural Network to predict whether a borrower can default based on historical data and optimized model using dropout layers, early stopping to attain 90% accuracy.• Built a Computer Vision model using Convolutional Neural Network to perform image classification on CIFAR-10 dataset and enhanced the networks’ generalization capability using data augmentation.• Developed Machine Learning models such as logistic regression (Accuracy: 97.9%) and decision tree (Accuracy : 99.07%) for detecting breast cancer and performed hyperparameter tuning using grid search method for optimization.• Performed Exploratory Data Analysis using pandas, matplotlib, NumPy and Scikit-learn and developed a collaborative-filtering based book recommendation system using nearest neighbor algorithm in scikit- learn and cosine distance metric.• Trained vehicle speed prediction models using MLP, LSTM and A-LSTM Deep Learning networks that generate a system for driver-centered and roadway type specific models for vehicle speed prediction in short- and long-term horizons.• Linked Azure database to Tableau and designed an interactive dashboard to visualize disputed invoices and average payment overdue length per customer. • Feature engineering using OLS linear regression method on house insurance data to investigate potential factors of declination of house insurance renewal applications.

Listed skills include Artificial Neural Networks, Leadership, Pandas, Git, and 35 others.