Project on ML - Predicting Prices using Regression
Project on ML - Predicting Prices using Regression
                    
	        
	Development ,Data Science,Machine Learning
                
Lectures -17
Resources -2
Duration -2 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.
Through this training we are going to guide you through the process of predicting house sale prices using regression technique based on a case-study.
The training will include the following:
- Understanding the data.
- Data Cleaning
- EDA
- Missing Value Imputation
- Feature Engineering
- Feature Selection
- Model Building
- Model Evaluation
- Prediction on Test Data
Target Customers:
- Anyone who wants to learn about data and analytics
- Data Engineers
- Analysts
- Architects
- Software Engineers
- IT operations
- Technical managers
Goals
- Understanding the data.
- Data Cleaning
- EDA
- Missing Value Imputation
- Feature Engineering
- Feature Selection
- Model Building
- Model Evaluation
- Prediction of Test Data
Prerequisites
- Prior knowledge of machine learning required
- Usage of tools like R and SAS
 
        Curriculum
Check out the detailed breakdown of what’s inside the course
                                
                                    
                                
                                
                                    Introduction
                                        
                                            
                                            2 Lectures
                                        
                                    
                                
								
                                
                            
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													Introduction to Predicting Prices Using Regression 10:21 10:21 
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												Resources Files 
                                
                                    
                                
                                
                                    Going Through the Dataset
                                        
                                            
                                            2 Lectures
                                        
                                    
                                
								
                                
                            
                             
                                        
                                
                                    
                                
                                
                                    Importing Data and Basic Analysis
                                        
                                            
                                            3 Lectures
                                        
                                    
                                
								
                                
                            
                             
                                        
                                
                                    
                                
                                
                                    Missing Value Imputation
                                        
                                            
                                            8 Lectures
                                        
                                    
                                
								
                                
                            
                             
                                        
                                
                                    
                                
                                
                                    Predictive Model Building
                                        
                                            
                                            2 Lectures
                                        
                                    
                                
								
                                
                            
                             
                                        Instructor Details
 
 
                    Corporate Bridge Consultancy Private Limited
Corporate Bridge Consultancy Private Limited - EDUCBA is an initiative by IIT IIM Graduates, We are one of the leading providers of skill-based education addressing the needs of 1,000,000+ members across 70+ Countries. With more the 15+ years of experience in Training and Development, our expertise lies in Self-paced learning, Digital Learning content, Corporate Training, Content Development and Consultancy.
Our Vision:
To be a leading and progressive partner with our clients in their journey of progress.
"We are passionate about our work. We believe in empowering and improving our members’ lives with skill-based, hands-on training programs."
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