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Shwetank Sonal
Data Scientist / Machine Learning Engineer

About Me


I am Machine Learning Engineer / Data Scientist, ArmadaCorp Capital LLC, Maryland. ArmadaCorp Capital is a Health-sector Startup, where Artificial Intelligence helps to connect the right Physician to the Patient.

I have over 4+ years of experience in areas like Data Engineering, Predictive Modeling and Software Engineering. I have core interest in the topics of classical machine learning and Deep Learning. With strong mathematical background, I love creating and applying custom algorithms to solve interesting and challenging problems.

Core Competency


  • Predictive Modeling, Feature Selection, Building and Deploying Models using Random Forest and Logistic Regression
  • Time Series Models like ARIMA, ARMA, Dynamic Linear Model and Harmonic Regression
  • Spatial Models like CAR and SAR model
  • Graph Mining areas like Link Prediction
  • Topic Modeling and Natural Language Processing
  • Statistical Inference, Gibbs Sampling, Markov Chain Monte Carlo, Expectation Maximization, Bayesian Inference
  • Data Visualization

Professional Experience


Recommendation Engine for Patient - Physician Matching
Semi-Automated Recommendation Engine with Feedback Learning on past cases
Predictive Modeling for inferring custom features on Physicians' Characteristics
End-to End Data Engineering using Apache Spark and other Big Data Tools
Graph for Medical Ontology
Sept '18 - Present




Machine Vision Technology
Building Feature Detection models with 3D (LIDAR) point-cloud dataset
Developing Web - app POC for automating and providing online structural analysis solutions
March '18 - Aug '18


Projects





Modeling Traffic Speed on I-64 Highway

Course: Time-Series Method
Dynamic Linear Modeling
Team : Shwetank Sonal, Mohammed Elhenawy


Exponential of Real World Network

Course: Big Data Management System
Graph Mining, Link Prediction, Logistic Regression, Random Forest, Spectral Clustering
Team : Shwetank Sonal, Himanshu Bedi, Pavan Kumar Bellam


Crime Classification

Course: Data Mining and Visual Built Environment
Data Visualization


Modeling the Wireless Network Base Station

Course: Spatial Statistics
Point Process Modes
Team : Shwetank Sonal, Chiranjib Saha

Education


Graduate Certificate in Data Analytics, Machine Learning
DAC, Dept. of Computer Science, Virginia Tech, USA
Masters in CEE, Virginia Tech, Blacksburg, USA
Spring '16 - Present

Masters in CEE, IIT Kharagpur, India
Bachelors in CEE, IIT Kharagpur, India
Fall '07 - Spring '12