Introduction
- Introduction to Data Science
- Evolution of Data Science
- Data Science Roles
- Stages in a Data Science Project
- Applications of Data Science in Various Fields
- Data Security Issues
📘 Course Information
Subject Code: CD404
Subject: Introduction to Data Science
Branch: CSE – Data Science / Data Science
Semester: IV Semester
University: Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal
Scheme: New Scheme Based on AICTE Flexible Curricula
📚 CD404 Unit-Wise Syllabus
Complete unit-wise syllabus and exam-oriented study material for RGPV Introduction to Data Science.
Data Collection & Data Pre-Processing
- Data Collection Strategies
- Data Pre-Processing Overview
- Data Cleaning
- Data Integration and Transformation
- Data Reduction
- Data Discretization
Exploratory Data Analytics
- Descriptive Statistics
- Mean and Standard Deviation
- Skewness and Kurtosis
- Box Plots
- Pivot Table
- Heat Map
- Correlation Statistics
- ANOVA
Model Development
- Simple Regression
- Multiple Regression
- Model Evaluation using Visualization
- Residual Plot
- Distribution Plot
- Polynomial Regression and Pipelines
- Measures for In-Sample Evaluation
- Prediction and Decision Making
Model Evaluation
- Generalization Error
- Out-of-Sample Evaluation Metrics
- Cross Validation
- Overfitting
- Underfitting
- Model Selection
- Prediction using Ridge Regression
- Grid Search
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Important Questions
Unit-wise important questions for RGPV examination.
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Handwritten Notes
Easy-to-understand handwritten notes for quick revision.
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Exam Oriented
Focused on definitions, concepts, diagrams and long answers.
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Study CD404 Introduction to Data Science with unit-wise notes and exam-oriented material.
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