Machine Learning with R

person icon Corporate Bridge Consultancy Private Limited

Machine Learning with R

Name: Machine Learning with R
Price: 11.99 USD
Rating: 4.3 (2 reviews)
Author: Corporate Bridge Consultancy Private Limited

updated on icon Updated on Nov, 2023

language icon Language - English

person icon Corporate Bridge Consultancy Private Limited

architecture icon Development,ML & R programming

Lectures -148

Resources -26

Duration -20 hours

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Course Description

Machine learning is a scientific discipline that explores the construction and study of algorithms that can learn from data. Such algorithms operate by building a model from example inputs and using that to make predictions or decisions, rather than following strictly static program instructions. Machine learning is closely related to and often overlaps with computational statistics; a discipline that also specializes in prediction-making.

This training is an introduction to the concept of machine learning and its application using the R tool.

The training will include the following:

Introducing Machine Learning
The origins of machine learning
Uses and abuses of machine learning
Ethical considerations
How do machines learn?
Steps to apply machine learning to your data
Choosing a machine learning algorithm
Using R for machine learning
Forecasting Numeric Data – Regression Methods
Understanding regression
Example – predicting medical expenses using linear regression
Collecting data
Exploring and preparing the data
Training a model on the data
Evaluating model performance
Improving model performance

Target Customers:

Data analysts
Data scientists

Prerequisites

What are the prerequisites for this course?

No prior knowledge of machine learning required
Basic knowledge of R tool

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
1 Lectures

Introduction to Machine Learning 10:08 10:08

Getting Started
3 Lectures

Basic Data Manipulation in R
9 Lectures

Simple Linear Regression and More of Statistics
12 Lectures

Stat and Prob Required for Machine Learning
8 Lectures

Multiple Linear Regression
6 Lectures

Generalized Linear Model and Generalized Least Square
3 Lectures

Knn (K-Nearest Neighbour) Algorithm
5 Lectures

Decision Tree Classifier and Pruning of Decision Trees
4 Lectures

Decision Tree Remaining
2 Lectures

Random Forest
6 Lectures

Kmeans Clustering
7 Lectures

Naive Bayes classifier
10 Lectures

Support Vector Machine
7 Lectures

Feature Selection
4 Lectures

Dimension Reduction - Principal Component Analysis
10 Lectures

Neural Networks
4 Lectures

Neural Networks A Model Building in R
5 Lectures

Time Series Analysis
17 Lectures

Gradient Boosting Machines
9 Lectures

Market Basket Analysis
10 Lectures

New Development
6 Lectures

Instructor Details

Corporate Bridge Consultancy Private Limited

EDUCBA is a leading global provider of skill-based education addressing the needs of 1,000,000+ members across 70+ Countries. Our unique step-by-step, online learning model along with amazing 5000+ courses and 500+ Learning Paths prepared by top-notch professionals from the Industry help participants achieve their goals successfully. All our training programs are Job oriented skill-based programs demanded by the Industry. At EDUCBA, it is a matter of pride for us to make job-oriented hands-on courses available to anyone, any time and anywhere. Therefore we ensure that you can enroll 24 hours a day, seven days a week, 365 days a year. Learn at a time and place, and pace that is of your choice. Plan your study to suit your convenience and schedule.