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Deep Learning Neural Network with R

Deep Learning Neural Network with R

By Skill Up

4.8(9)
  • 30 Day Money Back Guarantee
  • Completion Certificate
  • 24/7 Technical Support

Highlights

  • On-Demand course

  • 2 hours 26 minutes

  • All levels

Description

Deep learning is one of the most powerful machine learning techniques, and R is a popular programming language for data science. This 'Deep Learning Neural Network with R' course will teach you how to build and train deep learning models in R using real-world projects.

You'll start by learning the basics of neural networks, including single-layer and multi-layer networks. Using the Keras library, you'll then learn how to implement these networks in R.

Once you understand the basics well, you'll embark on two hands-on projects. In the first project, you'll build a single-layer neural network to predict crop yields in agriculture. In the second project, you'll build a multi-layer neural network to predict war deaths.

As you progress, the curriculum seamlessly transitions you into the realm of multi-layer neural networks, tackling the complexities of war-related death data. This step-up solidifies your grasp of neural networks and enhances your ability to handle intricate datasets, extract meaningful information, and craft informed predictions. The projects are designed to simulate world scenarios, ensuring you are well-prepared to apply your newfound knowledge to valuable applications.

By the end of this 'Deep Learning Neural Network with R' course, you will have mastered the art and science of neural networks, armed with the confidence and skills to analyze diverse datasets and make predictions that can drive decisions. The knowledge and valuable skills you gain will add value to your professional repertoire and open doors to numerous opportunities in the fast-evolving world of data analysis. This is your opportunity to step into the future and make a mark in the world of deep learning neural networks.

Learning outcome
  • Master single-layer neural networks and their application in agriculture.

  • Navigate multi-layer neural networks for complex data analysis.

  • Extract meaningful patterns from agriculture-related data.

  • Employ neural networks to predict war-related fatalities.

  • Understand the mechanics behind neural networks and their practical applications.

  • Develop skills necessary for data analysis projects.

  • Gain confidence in handling diverse datasets and making informed predictions.

Why should I take this course?
  • Acquire valuable skills in neural networks and data analysis.

  • Gain insights into crucial sectors like agriculture and war-related data.

  • Learn from structured projects and curated content.

  • Enhance your data analysis portfolio with practical projects.

  • Open doors to new opportunities in the data analysis field.

Career Path
  • Data Analyst

  • Neural Network Developer

  • Agricultural Analyst

  • War Data Analyst

  • Machine Learning Engineer

  • Research Scientist

Requirements
  • Basic understanding of R programming language

  • Interest in neural networks and data analysis

  • A computer with R installed

Course Curriculum

Section 01: Single Layer Neural Networks Project - Agriculture (Part - 1)

โ–ถ

Reviewing Dataset

๐Ÿ• 00:14:00

โ–ถ

Creating Dataframes

๐Ÿ• 00:09:00

โ–ถ

Generating Output

๐Ÿ• 00:12:00

Section 02: Single Layer Neural Networks Project - Agriculture (Part - 2)

โ–ถ

Running Neural Network Code

๐Ÿ• 00:11:00

โ–ถ

Importing Dataset

๐Ÿ• 00:09:00

โ–ถ

Neural Network Plots for Hidden Layer 1

๐Ÿ• 00:08:00

Section 03: Multi-Layer Neural Networks Project - Deaths in wars (Part - 1)

โ–ถ

Syntax and Commands for MLP

๐Ÿ• 00:11:00

โ–ถ

Running the Code

๐Ÿ• 00:08:00

โ–ถ

Testing for Dataframes

๐Ÿ• 00:13:00

โ–ถ

Predict Results

๐Ÿ• 00:08:00

Section 04: Multi-Layer Neural Networks Project - Deaths in wars (Part - 2)

โ–ถ

Creating R Folder

๐Ÿ• 00:14:00

โ–ถ

Generating Output Plot

๐Ÿ• 00:12:00

โ–ถ

Testing and Predicting the Outputs

๐Ÿ• 00:16:00

About The Provider

Skill Up
Skill Up
4.8(9)

Skill Up presents a rigorous online education experience, helping you obtain industry-relevant skills certified by the worldโ€™s...

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