I1 Basics of Business Analytics Bangalore University B.Com 5th Semester NEP Notes
Unit 1 [Book] | |
Data, Types of Data, Forms of Data, Evolution of Big Data | VIEW |
Business Analytics, Need for Analytics, Types of Analytics | VIEW |
Importance of Business Analytics in Decision Making | VIEW |
Analytics Process Model | VIEW |
SMART Model | VIEW |
Spreadsheet analysis | VIEW |
Internet of Things | VIEW |
Unit 2 [Book] | |
Overview of DBMS | VIEW |
Data Warehousing Concepts, Need, Objectives | VIEW |
Relevance of Data Warehousing in Business Analytics | VIEW |
Data Mining, Application of Data Mining, Data Mining Technique, Data Classification | VIEW |
Hadoop Distributed File System, Features of HDFS | VIEW |
Map Reduce, Features of Map Reduce | VIEW |
Unit 3 [Book] | |
Data Scientists, New Era of Data Scientists, Data Scientist model, Sources of Data Scientists | VIEW |
Horizontal Data Scientists Versus Vertical Data Scientists | VIEW |
Retention of Data Scientists | VIEW |
Data Visualization, Types, Issues, Tools in Data Visualization | VIEW |
Data Collection, Sampling and Pre-processing, Types of Data Sources | VIEW |
Types of Data, Elements, Visual Data | VIEW |
Exploration and Exploratory Statistical Analysis | VIEW |
Missing Values, Standardizing Data, Data Categorization, Weights of Evidence Coding, Variable Selection, Data Segmentation | VIEW |
Unit 4 [Book] | |
Predictive Analytics | VIEW |
Linear Regression | VIEW |
Logistic Regression | VIEW |
Decision Trees | VIEW |
Neural Networks | VIEW |
Support Vector Machines | VIEW |
Ensemble Methods | VIEW |
Multiclass Classification Techniques | VIEW |
Evaluating Predictive Models | VIEW |
Descriptive Analytics | VIEW |
Association Rules | VIEW |
Sequence Rules Segmentation | VIEW |
Survival Analysis, Measurements | VIEW |
Kaplan Meier Analysis | VIEW |
Parametric Survival Analysis | VIEW |
Proportional Hazards Regression | VIEW |
Extensions of Survival Analysis Models | VIEW |
Evaluating Survival Analysis Models | VIEW |
Unit 5 [Book] | |
Social Network Analytics | VIEW |
Social Network Metrics | VIEW |
Social Network Learning | VIEW |
Relational Neighbor Classifier, Probabilistic Relational Neighbor Classifier | VIEW |
Relational Logistic Regression | VIEW |
Collective Inference | VIEW |
Egonets | VIEW |
Mobile Analytics | VIEW |
Practices of analytics in Google | VIEW |
Practices of analytics in General Electric | VIEW |
Practices of analytics in Microsoft | VIEW |
Practices of analytics in Kaggle | VIEW |
Practices of analytics in Facebook | VIEW |
Practices of analytics in Amazon | VIEW |
Google Analytics | VIEW |
Practical Approach | VIEW |