Instabooks AI (AI Author)
Unlocking Data Wizardry
A Guide to Mastering R for Data Analysis
Premium AI Book (PDF/ePub) - 200+ pages
Table of Contents
1. The Magic of R- Beginning with Basics: The R Environment
- Installing Packages and Getting Set Up
- Writing Your First R Script
2. Data Wrangling Spells
- Importing and Cleaning Your Data
- Transforming Data Types and Variables
- Tidying Data for Analysis
3. Visualization Potions
- Crafting Plots with ggplot2
- Customizing Graphical Aesthetics
- Interactive Graphics with Shiny
4. Statistical Charms and Tests
- Understanding Probability Distributions
- Hypothesis Testing Fundamentals
- Advanced Statistical Techniques
5. Predictive Enchantments
- Linear Regression Models
- Classification Algorithms
- Time Series Forecasting
6. R Magic for Big Data
- Handling Large Datasets
- Parallel Processing in R
- Big Data Packages and Practices
7. Communicating Insights
- Crafting Data Stories
- Effective Data Reporting
- Creating Dynamic Presentations
8. Perfected Practices
- Developing Efficient R Code
- Debugging and Error Handling
- Version Control with Git and RStudio
9. Machine Learning Mystique
- Fundamentals of Machine Learning in R
- Deep Learning with R Libraries
- Evaluating Model Performance
10. R in the Cloud
- Cloud Computing with R
- Web-Based Applications
- Deploying R Models as APIs
11. Collaborative Conjuring
- Collaborative Coding with RStudio
- Integrating R with Other Tools
- Building a Data Analysis Team
12. Future of R Sorcery
- Emerging Trends in Data Analysis
- R in Next-Generation Technologies
- Continuing Your R Journey
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