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I1 Basics of Business Analytics Bangalore University B.Com 5th Semester NEP Notes
16/11/2023
By
indiafreenotes
Unit 1 [Book] |
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Data, Types of Data, Forms of Data, Evolution of Big Data |
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Business Analytics, Need for Analytics, Types of Analytics |
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Importance of Business Analytics in Decision Making |
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Analytics Process Model |
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SMART Model |
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Spreadsheet analysis |
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Internet of Things |
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Unit 2 [Book] |
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Overview of DBMS |
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Data Warehousing Concepts, Need, Objectives |
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Relevance of Data Warehousing in Business Analytics |
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Data Mining, Application of Data Mining, Data Mining Technique, Data Classification |
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Hadoop Distributed File System, Features of HDFS |
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Map Reduce, Features of Map Reduce |
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Unit 3 [Book] |
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Data Scientists, New Era of Data Scientists, Data Scientist model, Sources of Data Scientists |
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Horizontal Data Scientists Versus Vertical Data Scientists |
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Retention of Data Scientists |
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Data Visualization, Types, Issues, Tools in Data Visualization |
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Data Collection, Sampling and Pre-processing, Types of Data Sources |
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Types of Data, Elements, Visual Data |
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Exploration and Exploratory Statistical Analysis |
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Missing Values, Standardizing Data, Data Categorization, Weights of Evidence Coding, Variable Selection, Data Segmentation |
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Unit 4 [Book] |
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Predictive Analytics |
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Linear Regression |
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Logistic Regression |
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Decision Trees |
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Neural Networks |
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Support Vector Machines |
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Ensemble Methods |
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Multiclass Classification Techniques |
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Evaluating Predictive Models |
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Descriptive Analytics |
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Association Rules |
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Sequence Rules Segmentation |
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Survival Analysis, Measurements |
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Kaplan Meier Analysis |
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Parametric Survival Analysis |
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Proportional Hazards Regression |
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Extensions of Survival Analysis Models |
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Evaluating Survival Analysis Models |
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Unit 5 [Book] |
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Social Network Analytics |
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Social Network Metrics |
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Social Network Learning |
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Relational Neighbor Classifier, Probabilistic Relational Neighbor Classifier |
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Relational Logistic Regression |
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Collective Inference |
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Egonets |
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Mobile Analytics |
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Practices of analytics in Google |
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Practices of analytics in General Electric |
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Practices of analytics in Microsoft |
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Practices of analytics in Kaggle |
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Practices of analytics in Facebook |
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Practices of analytics in Amazon |
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Google Analytics |
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Practical Approach |
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