Harshit Singh Email & Phone Number

New York City, Ny, Us

Newark, Delaware, Us

- Developed Neural Network-based (U-Net) computer vision models in PyTorch to perform semantic segmentation of 3D micro-CT images such as detecting fluid in a rock. Counteracted data scarcity using data augmentation techniques and experimented with various loss functions. Achieved mean IoU 0.84.- Designed and developed an automated human-in-the-loop workflow in Python for the scientists on the simulation team to relabel, retrain, and log computer vision experiments. - Contributed to the internal deep learning library by adding image preprocessing utils, model architectures, and metrics.

New York, Us

- Developed a Neural Network-based (LSTM) Anomaly Detection system to predict the likelihood of machine failure 7 days in advance, thus saving production costs and unplanned downtime. Experimented with Random Forest, Decision Trees, and Boosting-based tree models.- Built ML pipeline to identify fast-track auto insurance claims using transfer learning with Mask R-CNN. Deployed the solution as REST API on AWS, thus reducing claim processing time from 30 days to 7 days. - Forecasted revenue for Sony Music Entertainment using the Holt-Winters Exponential Smoothing method and achieved a weighted MAPE of 2.3. Preprocessed features to calculate the revenue for each stream based on product and country.

New York, Ny, Us

• Developed a computer vision solution to track market news for the Bombay Stock Exchange(BSE).• Worked on edge detection problem to extract market news from TV channels.

New York, Ny, Us

• Researched various neural network architectures and hyperparameter tuning techniques. • Automated ‘Social and Print Media Rumor Detection’ by developing a multi-channel CNN model using TensorFlow framework. Improved test accuracy to 82.5% by employing hand-crafted features and word2vec embedding.

Bangalore, Karnataka, In

• Studied user flow on Mixpanel(Business Analytics Service) and their conversion rate in the Home Appliances category using Funnel Analysis. • Generated Product Requirement Document for various third party products: ERP - e retailing; Payment Gateways; SumoMe - Heat-maps; Ozonetel - Customer Call Service.

Master Of Science - Ms, Data Science

Bachelor Of Technology (B.Tech.)