Japkeerat Singh โ Data Scientist
Cultivated ๐ ๐ฎ๐ฅ๐ฅ ๐๐ญ๐๐๐ค ๐๐๐ญ๐ ๐๐๐ข๐๐ง๐ญ๐ข๐ฌ๐ญ with 5+ years of experience developing Data-Centric Applications. Prominent Technical Skills include ๐๐ฒ๐ญ๐ก๐จ๐ง, ๐ฌ๐ง๐จ๐ฐ๐๐ฅ๐๐ค๐, ๐ฆ๐ฅ๐จ๐ฉ๐ฌ (๐ฆ๐ฅ๐๐ฅ๐จ๐ฐ, ๐๐ฐ๐ฌ ๐ฌ๐๐ ๐๐ฆ๐๐ค๐๐ซ, ๐๐ณ๐ฎ๐ซ๐๐ฆ๐ฅ), ๐๐ง๐ ๐ง๐๐ญ๐ฎ๐ซ๐๐ฅ ๐ฅ๐๐ง๐ ๐ฎ๐๐ ๐ ๐ฉ๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐ง๐ (๐ข๐ง๐๐ฅ๐ฎ๐๐ข๐ง๐ ๐๐๐๐ฌ ๐๐ง๐ ๐๐๐ ๐๐ข๐ง๐๐ญ๐ฎ๐ง๐ข๐ง๐ ). Some examples of my work: ๐ Formalized and developed a custom AI Ecosystem for Krishify for accelerated development and deployment of Machine Learning Models. Built using Python, AWS Sagemaker, Apache Airflow, MLFlow, and Snowflake. Overall, saw the deployment time cut to 20% of what it used to take before. ๐ Used the AI Ecosystem to deploy and manage 10 AI services in production for Krishify and setup Data Drift and Model Drift Monitoring systems that could detect issues quickly. ๐ Developed a Graph Neural Network + an extensive preprocessing pipeline to identify security vulnerabilities in source code with 70% accuracy without the need to compile the code. ๐ Engineered a custom Data Augmentation Algorithm to increase and balance the dataset for vulnerability detection. ๐ Masterโs Thesis โ Generating Captions for Images using Time-Optimized Encoder-Decoder Architecture. [Introducing a new architecture called MVEDA specifically designed for this problem which decreased the time to prediction by 25% over State of the Art without any significant loss of accuracy] I write 1 article every week and share it on Thursdays at 2:30PM IST via my newsletter at japkeeratsingh.com/newsletter.
Stackforce AI infers this person is a Data Scientist with expertise in Machine Learning and Data Engineering for E-commerce and SaaS industries.
Location: Toronto, Ontario, Canada
Experience: 4 yrs
Skills
- Machine Learning
- Software Development
- Data Engineering
- Cloud Computing
Career Highlights
- Developed a custom AI Ecosystem for accelerated ML deployment.
- Created an AutoML library to streamline algorithm selection.
- Engineered a Graph Neural Network for security vulnerability detection.
Work Experience
CGI
Data Scientist (8 mos)
Sirion
Lead Software Engineer - ML (2 mos)
Senior Software Engineer - ML (1 yr 3 mos)
TezzLabs
Machine Learning Data Engineer (7 mos)
Krishifyยฎ
Data Engineer (1 yr 3 mos)
Career Break
Personal goal pursuit (6 mos)
BlueOptima
Graduate Machine Learning Data Engineer (1 yr 1 mo)
Machine Learning Data Engineer (5 mos)
SourceFuse Technologies
Machine Learning Intern (1 mo)
Education
Master of Science - MS at Liverpool John Moores University
Bachelor of Engineering (BE) at Thapar Institute of Engineering & Technology