STAT 412: STATISTICAL DATA ANALYSIS

STAT 412_2022_syllabus

This class is supported by DataCamp, the most intuitive learning platform for data science. We will focus on the data preprocessing, analysis and machine learning courses in R. I will assign homework covering a whole course or a chapter or a XP point. You will learn the application faster through immediate and personalized feedback on every exercise.

                SOME SOURCES FOR THE COURSE

R FOR BEGINNERS

The Friendly Beginners’ R Course

Data Analysis Using the R Project

Using R for Data Analysis and Graphics

Computing for Data Analysis

Getting Started with Data Analysis

Beginners Guide to R

Introduction to R and Exploratory data analysis

Graphics and Exploratory Data Analysis in R

R Graphics II: Graphics for Exploratory Data Analysis

Exploratory Data Analysis in R

GGOBI

Graphics with R

LECTURE NOTES ON DATA MINING_1

LECTURE NOTES ON DATA MINING_2

LECTURE NOTES ON DATA MINING_3

 

DATA SOURCES

KDnuggets Datasets

UCI Machine Learning Repository

Kaggle Datasets

Google Public Data Explorer

Amazon’s Public Datasets – AWS

The Best Free Open Data Sources

DataWorld

Regression Datasets

Free Data Sources

R Data Sources

Data Sources on the Web

R Data Sources for Regression Analysis

New Data Sources for R

Data Sources

The 50 Best Free Datasets for Machine Learning

Free Datasets

Top Sources For Machine Learning Datasets

The Best Public Datasets for Machine Learning and Data Science

Open Datasets

The KEEL-dataset repository

Data Repositories