Course Information
Line Number 1734971
Course Name CS497 - Special Topics Computer Science 2
Course Description
Introduction to Data Analytics; Data and Relations. Getting data: Sources of data, formats of data. Preparing data for analysis: Cleaning and Pre-processing. Forms of analysis: Data Visualization, Correlation, Regression, Forecasting, Classification, Clustering. ? Introduction to Python and basic data analytics libraries (Pandas, SciPy, NumPy, SK-Learn..) ? Introduction to machine learning using Python ? Getting and reading data from multiple sources in variety of formats (structured and semi-structured data) o Merging data, data wrangling: slicing and dicing, filtering data ? Analyzing data, data exploratory analysis ? Data pre-processing ? Detecting contaminations and cleaning data. ? Data pre-processing - data transformation. ? Data visualizations.