Vijayalakshmi Saravanan Headshot

Vijayalakshmi Saravanan

Adjunct Faculty
Golisano College of Computing and Information Sciences

Vijayalakshmi Saravanan

Adjunct Faculty
Golisano College of Computing and Information Sciences

Currently Teaching

DSCI-633
3 Credits
A foundations course in data science, emphasizing both concepts and techniques. The course provides an overview of data analysis tasks and the associated challenges, spanning data preprocessing, model building, model evaluation, and visualization. Major families of data analysis techniques covered include classification, clustering, association analysis, anomaly detection, and statistical testing. The course includes a series of programming assignments which will involve implementation of specific techniques on practical datasets from diverse application domains, reinforcing the concepts and techniques covered in lectures.
DSCI-644
3 Credits
This course focuses on the software engineering challenges of building scalable and highly available big data software systems. Software design and development methodologies and available technologies addressing the major software aspects of a big data system including software architectures, application design patterns, different types of data models and data management, and deployment architectures will be covered in this course.