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Overview of Data Science course
Module 1- Introduction
Session 1- Introduction to Artificial Intelligence
Session 2- What is Data Science and roadmap to become a Data Scientist
Session 3- Databases and Terms
Module 2- Introduction to R programming
Session 1- Installation of R studio
Session 2- Introduction to Programming Language and Understanding R
Session 3- Data types in R
Session 4- Operators in R
Session 5- Conditional Statements
Session 6- Loops
Session 7- Functions in R
Session 8- Lab - R programming
Module 3- Probability
Session 1- Introduction to Probability _ Concepts
Session 2- Probability Uses _ Introduction to Distributions
Session 3- Discrete Distributions
Session 4- Continuous Distributions
Module 4- Data Preprocessing in R
Session 1- Data Preprocessing _ Data Cleaning
Session 2- Data Integration
Session 3- Data Transformation
Session 4- Preprocessing Implementation
Module 5- Data Manipulation in R
Session 1- Apply Family
Session 2- Dplyr Package
Session 3- Data Manipulation Implementation
Module 6- Statistics and Feature Engineering
Session 1- Statistics Introduction
Session 2- Statistics Concepts
Module 7- Introduction to Visualization
Session 1- Basic Plots
Session 2- Advance Plots
Session 3- Visualization on Data
Module 8- Tableau
Session 1- Introduction and Installation
Session 2- Introduction and Data Sources _ Working with Worksheets
Session 3- Data Filtering _ Sorting
Session 4- Creating Charts _ Visualization
Session 5- Dashboarding & Advance Visualizations
Module 9- Machine Learning
Session 1- Machine Learning and Concepts
Session 2- Supervised Machine Learning
Session 3- Classification _ Techniques
Session 4- Regression _ Techniques
Session 5- Unsupervised Machine Learning
Session 6- Clustering Implementation
Session 7- Classification and Regression Implementation
Module 10- Ensemble Method, Deep Learning and Evaluation Metrics
Session 1- Ensemble Methods
Session 2- Deep Learning Introduction
Session 3- Random Forest Implementation
Resources (Reference files used in lectures)
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Data Science Project
DATA SCIENCE COURSE PROJECT_Description
CREDIT_CARD_DATASET
Data Science Final Exam
Preview - Data Science with R
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