Omkar Firame
@omkarfirame
Data Scientist at Tata Consultancy Services
Pune
Data Scientist with strong Machine Learning foundation and 2.5+ years of experience in developing robust ML models using predictive data modelling, analyze data to deliver insights and implement action-oriented solutions to complex business problems.
Experience
DATA SCIENTIST
TATA CONSULTANCY SERVICES
Accumulated data from Azure data lake, designed and built flow for Data Preparation, Data Cleaning, Model building. Developed a KubeFlow and Manual pipeline using mlrun MLOps orchestration framework on Iguazio platform which scheduled to run daily, weekly, monthly. Schematized the data according to API requirements. Built a custom classifier using base estimator from sklearn to solve classification problem. Developed a logic for regeneration of failed pipeline. Used Dask distributed for large data handling.
INTERN - DATA SCIENCE
THOUGHTWORKS TECHNOLOGIES INDIA PRIVATE LIMITED
Application of machine learning in medical field to predict properties of newly developed drugs based on its chemical composition. Built a automated scripts to process raw data to required format using python libraries like chemoPy, PyBioMed, Modred, etc. Applied different feature selection techniques for selecting important features. Used BERT embedding for feature formation. Achieved overall 6th position in Tox21 drug toxicity prediction challenge (2014 - 15) with average AUC score of 0.8347.
Education
Centre for Modelling and Simulation, SPPU, Pune
M.TECH
MATHEMATICAL MODELLING AND SIMULATION
Bharti Vidyapeeth's College of Engineering, Kolhapur
BE
MECHANICAL ENGINEERING
Licenses & Certifications
MFDM™ AI Aware Certification
Building Deep Learning Applications with Keras 2.0
Statistics Foundation