Computer Science 254 - Data Mining
Spring
2021
01
4.00
Matteo Riondato
MW 12:30PM-01:50PM
Amherst College
COSC-254-01-2021S
ONLI ONLI
mriondato@amherst.edu
This course is an introduction to data mining, the area of computer science that deals with the development of efficient and accurate algorithms for extracting information from data. Topics may include: mining data streams and time series, the MapReduce/Spark model and large scale data analysis, significant patterns extraction, web and social networks analysis, recommendation systems, sampling and hypothesis testing, and dimensionality reduction. We will use interactive data analysis notebooks and large-scale data processing systems to implement and test data mining algorithms.
Requisite: COSC 211. Spring semester. Assistant Professor Riondato.