JavaMachineLearningProjectITI

Machine Learning Project Java Programming Language (Webservices and Tester Client )

Team Members GR3 ITI:

			1-Abdullah Abdelhakeem.											                     
			2-Mohamed Sebaie.													                       
			3-Mostafa Ahmed.													                       	

Date:

    - 5 July 2021																                         

Version:

    - 0.0.1																	                             

Project Details :

		1-Read data set and convert it to dataframe.							                  
		2-Display structure and summary of the data.							                  
		3-Clean the data (null, duplications).									                    
		4-What are the most demanding companies for jobs?						                
		5-Show step 4 in a pie chart.											                          
		6-Find out What are it the most popular job titles? 					              
		7-Show step 6 in bar chart .											                          
		8-Find out the most popular areas?										                      
		9-Show step 8 in bar chart .											                          
		10- * Print skills one by one.											                        
			  * how many each repeated .											                          
			  * order the output to find out the most important skills required?.	      
		11-Factorize the YearsExp feature and convert it to numbers in new col.     
		12-Apply K-means for job title and companies.	 

Project run steps

Webservices(Server)

1. src/main/java
   ProjectMain (Package)
   run "JavaMlgr3Application"---> as Spring Boot (Server)

TesterClient (Client)

1. src/main/java
   Test (Package)
   run "ConsumerTest" as ---> Java Application
   Choose Any WebServices as You Like (from 1------> 13)

Main Package :

  -Smile DataFrame 
  -TableSaw
  -JoinaryDataFrame     

Image Projects

Server

Client

Datframe

Structure and Summary

Data Cleaning

What are the most demanding companies for jobs?

Pie Chart for the most demanding companies for jobs

What are it the most popular job titles?

Bar Chart for the most popular job titles?

the most popular Areas

Bar Chart for the most popular Areas

skills one by one - how many each repeated - order -The most important skills required?

Factorize the YearsExp feature and convert it to numbers in new col.

K-means for job title and companies