umer khalifa saleem raja, Healthcare Data Scientist

About

I'm a data scientist with almost 5 years of experience in data science and machine learning. In the past two years, I'm exclusively working on multiple NLP projects.

Experience

Procyon Technostructure (Hekma AI)

Dec 2019 – Present

Chennai and California

Data Scientist

Project: Activity Prediction (Completed) 1. Developed random forest regressor models for body activity prediction to correlate with heartbeat and sleep patterns for health monitoring. Project: Patient Identification for Clinical Trial (In Progress) 1. Developed deep learning-enabled orchestrated system to extract insights from trial eligibility Criteria to match patient information in EHR (Electronic Health Record). Project: Trial to Patient (In Progress) 1. Developing convolutional highway network for clinical criteria word embedding and taxonomy guided hierarchical embedding for EHR. 2. Similarly, attentional record alignment module with similarity loss term for matching trial criteria to patient EHR.

Sathyabama Institute of Science and Technology

Jan 2016 – Present

Chennai

Junior Research Fellow

1. Predicted population dynamics for the year 2100 using machine learning algorithm and statistical package to visualize patterns and predict changes in response to climate change. 2. Prediction of prey-predator relationship and building model using R to determine the patterns of feeding against temperature and pH.

Sathyabama Institute of Science and Technology

Jan 2018 – Dec 2019

Chennai

Senior Research Fellow

Project: Interactive influence of temperature, CO2, light, and nutrient fluctuations on marine plankton with implications to global climate change 1. Principle component and canonical correspondence analysis were used to figure out the response of multiple species to environmental variables. In addition, the Niche model was built to predict the position of the population in its Niche. 2. Furthermore, long-term satellite data of crucial environmental factors were extracted and analyzed using machine learning techniques to predict future changes in environmental parameters over time.

Education

Sathyabama Institute of Science and Technology

Jul 2016 – Present

PhD, Life Sciences

umer khalifa saleem raja

Healthcare Data Scientist

Skills

Languages