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Course Details

Human Resource Management

Data Science with R

Institute: N/A

Certificate Type: N/A

Courses Descriptions

"Master Data Science with R: Learn data analysis, visualization, machine learning, and statistical modeling using R for real-world applications."

Overview of Data Science and Its Applications
0:00:00
Introduction to R and RStudio Environment
0:00:00
Installing R Packages and Libraries
0:00:00
Basic R Syntax and Data Types
0:00:00
Working with Vectors, Matrices, Lists, and Data Frames
0:00:00
Importing and Exporting Data (CSV, Excel, Databases)
0:00:00

Data Manipulation with dplyr and tidyverse
0:00:00
Handling Missing Values and Data Cleaning
0:00:00
Data Transformation and Summarization
0:00:00
Exploratory Data Analysis (EDA) Techniques
0:00:00
Data Visualization with ggplot2
0:00:00
Working with Large Datasets Efficiently
0:00:00

Descriptive and Inferential Statistics
0:00:00
Probability Distributions and Sampling Methods
0:00:00
Hypothesis Testing (t-tests, Chi-Square, ANOVA)
0:00:00
Correlation and Regression Analysis
0:00:00
Time Series Analysis Basics
0:00:00

Introduction to Supervised and Unsupervised Learning
0:00:00
Regression Models (Linear, Logistic)
0:00:00
Classification Models (Decision Trees, Random Forests, SVM)
0:00:00
Clustering Techniques (k-Means, Hierarchical Clustering)
0:00:00
Model Evaluation and Performance Metrics
0:00:00
Introduction to Deep Learning in R
0:00:00

Working on a Real-World Dataset
0:00:00
Building and Optimizing Machine Learning Models
0:00:00
Automating Workflows with R Scripts
0:00:00
Introduction to R Shiny for Interactive Dashboards
0:00:00
Final Project: End-to-End Data Science Case Study
0:00:00
Course Recap and Next Steps for Further Learning
0:00:00

Institution

N/A
Certificate Type: N/A

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  • Price : ₦0.00
  • Institute : N/A
  • Durations : 60 Hour
  • Lessons :
  • Students : 0
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