Radhika Singhal
Data Scientist
Ahmedabad
Summary
Data Scientist with strong foundation in data analysis, machine learning, and statistical modeling. Successfully developed video analytics solutions for a greenfield startup from camera installation to deployment to optimize business performance. Demonstrated proficiency in Python and SQL, leveraging data visualization tools to communicate insights effectively. Enthusiastic for contributing to data science projects that drive meaningful results and enhance decision-making processes.
Overview
2
2
years of professional experience
2
2
Certifications
Work History
Data Scientist
Micron Technology
Ahmedabad, Gujarat
07.2024 - Current
- Point of Contact (POC) for the SMAI Video Analytics India team.
- Designed, deployed, and integrated object detection and action recognition video analytics models into the production area with real-time inference and alerting capabilities to ensure SOP compliance for quality, safety, and productivity.
- Developed interactive dashboards using Python, SQL, and C# to track efficiency, downtime, and operational insights. Worked with global teams for the proliferation of projects.
- Developed the first productivity-based VA solution, from camera installation to deployment, which helped increase at least 15% efficiency per SMT line, resulting in cost savings of $1 million per month.
- Collaborated with cross-functional teams and developed a FOAK video analytics solution to prevent incidents due to wrong label pasting and not following the sequence.
Data Science Intern
Micron Technology
Penang
01.2024 - 07.2024
- Implemented Active Learning for Video Analytics (VA) and Automatic Defect Classification (ADC) projects, which significantly reduced labeling time.
- Built AOL equipment data ingestion pipelines from machine to database.
- MNI (Mini Pioneer India) video analytics infrastructure setup.
- Conducted exploratory data analysis to identify trends and patterns, facilitating strategic planning and operational efficiency.
Education
Master of Science - Data Science
Dhirubhai Ambani Institute of Information and Communication Technology (DAIICT)
Gandhinagar, Ahmedabad05.2024
Bachelor of Science - Statistics (Hons)
Ramanujan College, Delhi University
New Delhi05.2022
Skills
Video analytics
Object detection
Action recognition
Data visualization
Data Modeling
Real-time inference
Statistical analysis
Problem-solving
Logical Thinking
Statistical Data Analysis
Image Processing
Certification
Diploma in Data Science : IIT Madras
POSITIONS OF RESPONSIBILITY
- Research Intern : Identification of Sawtooth Pattern in Time Series Datasets (Jan 2023 - Dec 2023)
- Event Coordinator : IEEE Execomm Team (Feb 2023 - Dec 2023)
- NSS Content Head : Content Writing Team (Jan 2021 - Jan 2022)
Timeline
Google Cloud Big Data and Machine Learning Fundamentals
07-2024
Data Scientist
Micron Technology
07.2024 - Current
Data Science Intern
Micron Technology
01.2024 - 07.2024
Diploma in Data Science : IIT Madras
05-2023
Bachelor of Science - Statistics (Hons)
Ramanujan College, Delhi University
Master of Science - Data Science
Dhirubhai Ambani Institute of Information and Communication Technology (DAIICT)