Text Analytics
Sentiment Analytics
Recommender System
Collaborative Filtering Association Rules Apriori Case study: Movie/Book recommendation
Unsupervised Learning
K-means Clustering Casestudy: Application of unsupervised learning
Supervised Learning
Regression - Linear Regression Regression - Multiple Linear Regression Regression
Exploratory Data Analysis (EDA) & Visualization
Installing Seaborn Basics - Column, Line, Pie Charts Histogram Boxplot
Basic Statistics
Measures of central tendency and dispersion Basic probability Binomial distribution
Data Operations
Merge Merge on Index Concatenate Combining DataFrames Reshaping Pivoting Duplicates
Introduction to Pandas
Series DataFrames Index objects Reindex Drop Entry Selecting Entries Data
Jump-start Programming with Python
Importing & Reading data Variable Types Variable Assignment Calculation with
Data Preprocessing
Inspection of data Data sanitization Data manipulation Reading and Writing
Installing Python
Installing Python Choosing an IDE iPython/Jupyter Notebook
Introduction to Business Analytics
Understanding Data Introduction to Data Analytics Introduction to Business Analytics,
