Software engineer

Sourav Jha  • Peerlist

Designed a basic compiler for a simple language which is a subset of C using Flex and Bison.

Compiler design

Reviewed unstructured data to understand the patterns and natural categories that the data fits into. Used multiple algorithms and both empirically and theoretically compared and contrasted their results. Made predictions about the natural categories of multiple types in a dataset, then checked these predictions against the result of unsupervised analysis.

Customer Segments

Built an algorithm to identify canine breed given an image of a dog. If given image of a human, the algorithm identifies a resembling dog breed.

Dog Breed Classifier

Investigated factors that affect the likelihood of charity donations being made based on real census data. Developed a naive classifier to compare testing results to. Trained and tested several supervised machine learning models on preprocessed census data to predict the likelihood of donations. Selected the best model based on accuracy, a modified F-scoring metric, and algorithm efficiency.

Finding Donors for CharityML

Segmentation of characters using kindergarten level character writing technique and then recognizing the characters using artificial neural network.The project was implemented using Opencv C++.

Segmentation and recognition of characters of

Applied Supervised learning to predict the trip time of taxi cab.Used the root mean square logarithmic error function(RMLSE) to compare different model (SVR, MLP and XGBoost) .

Taxi Trip time Prediction

Applied reinforcement learning to build a simulated vehicle navigation agent. This project involved modeling a complex control problem in terms of limited available inputs, and designing a scheme to automatically learn an optimal driving strategy based on rewards and penalties.

Train a smart cab

An Android application to record the database of students and attendance of class using Bluetooth of student’s phone.