top command
@topcommand
Machine Learning Engineer with expertise in deploying real-time applications.
What I'm looking for
I am a Machine Learning Engineer with over 3 years of experience in designing, deploying, and optimizing machine learning models, particularly in marine engineering and telecom analytics. My expertise lies in Natural Language Processing, Deep Learning, and Explainable AI, where I have successfully implemented solutions that drive efficiency and innovation.
At Technomold IT Solutions, I developed a predictive model for ship engine health monitoring, achieving less than 10% error in fuel prediction and enabling significant fuel savings. My work in customer churn prediction resulted in a 0.91 ROC AUC score, showcasing my ability to leverage data for impactful business decisions. I am passionate about utilizing cutting-edge technologies like Docker, FastAPI, and AWS to deploy real-time applications that enhance operational performance.
Experience
Work history, roles, and key accomplishments
Machine Learning Engineer
Technomold IT Solutions Pvt Ltd
Jan 2024 - Present (1 year 6 months)
Developed an XGBoost model with marine sensor data to predict engine failures and integrated anomaly detection using Isolation Forest and SHAP for explainability. Deployed a Streamlit dashboard with Docker on AWS EC2, achieving less than 10% error in hourly fuel prediction and enabling 12% average fuel savings.
Machine Learning Engineer
Technomold IT Solutions Pvt Ltd
Mar 2022 - Dec 2023 (1 year 9 months)
Utilized Random Forest on operational metrics for ship fuel efficiency estimation and developed a digital twin model that prevented 4 unplanned engine shutdowns in simulation testing. Deployed a REST API using FastAPI for real-time inference, achieving 92% classification accuracy on real-world ship telemetry data.
Machine Learning Engineer
Technomold IT Solutions Pvt Ltd
Feb 2020 - Jan 2021 (11 months)
Achieved a 0.91 ROC AUC with XGBoost on telecom usage data for customer churn prediction, identifying key churn factors such as contract type and payment method. Visualized top churn factors using SHAP and Streamlit, achieving 89% AUC and 85% accuracy on test data.
Founder & CEO
Bayhub Groups Pvt Ltd
Jan 2016 - Dec 2020 (4 years 11 months)
Founded and managed a mobile apps development company, overseeing various aspects of the business from conceptualization to deployment. Led teams in developing mobile applications for diverse clients.
Salesforce CRM Developer
Baycorp IT Solutions
Jan 2010 - Dec 2014 (4 years 11 months)
Worked as a Salesforce CRM Developer, contributing to the development and implementation of CRM solutions. Gained experience in Salesforce platform functionalities and client relationship management.
Education
Degrees, certifications, and relevant coursework
Madras University
M.Tech in Marine Technology, Marine Technology
Completed a Master of Technology degree focusing on marine technology. Gained specialized knowledge in the application of technology within marine environments.
Andhra University
B.Tech in Information Technology, Information Technology
Obtained a Bachelor of Technology degree with a focus on Information Technology. Developed foundational skills in IT principles and applications.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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