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R Ultimate 2024 - Data Science and Machine Learning
Coursera
Specialization
Unknown

R Ultimate 2024 - Data Science and Machine Learning

Packt

Comprehensive course updated with Coursera Coach, covering R programming from basics to deep learning, including real projects on data cleaning, modeling, visualization, and app deployment.

UnknownEnglish

About this Course

Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This comprehensive course takes you from R programming basics to advanced machine learning and deep learning. You’ll gain hands-on skills in data manipulation, visualization, and statistical modeling using R. The journey begins with RStudio setup and foundational programming, then moves into real-world data projects, including web scraping, data cleaning, and regression models. You'll explore visualization tools like ggplot2 and Plotly, and delve into supervised and unsupervised learning. Advanced modules cover neural networks, CNNs, autoencoders, and Shiny app deployment. You'll also apply PCA, t-SNE, clustering, and reinforcement learning for complex data tasks. This course suits aspiring data scientists, analysts, and ML enthusiasts. Prior coding experience is helpful but not required. It's designed for beginner to intermediate learners

What You'll Learn

  • Recall R basics and advanced data science techniques
  • Explain data transformation, aggregation, and visualization methods
  • Use ggplot, Plotly, and leaflet for compelling visuals
  • Develop dynamic web apps using R Shiny

Prerequisites

  • No deep prior experience required, basic computer and internet skills helpful
  • Ability to read instructions in English and complete short exercises

Instructors

P

Packt - Course Instructors

Topics

Data Analysis
Data Science
Machine Learning
Applied Machine Learning
Artificial Intelligence
Autoencoders
Classification Algorithms
Convolutional Neural Networks
Data Import/Export
Data Manipulation

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
تعلم الآلة
التعلم التطبيقي
الذكاء الاصطناعي
Autoencoders
خوارزميات التصنيف
الشبكات الالتفافية
Data Import/Export
Data Manipulation

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