21 Best Data Mining Project Ideas For Computer Science Student
Data Mining word is surely known for you if you belong to a field of computer science and if your interest is database and information technology, then I am sure that you must have some basic knowledge about data mining if you don’t know more about data mining.
You can also check other computer science projects.
|Data Mining Project Ideas|
Data mining is vast area related to database, and if you are really like to play with data and this is your interest, then Data Mining is the best option for you to do something interesting with the data.
Students have a lot of confusion while choosing their project and most of the students like to select programming languages like Java, PHP, Python, and nowadays mobile application development is also in trend and students are interested in doing their projects in these languages.
My this post is regarding data mining project ideas For computer science/final year students.
If your interest in a database then data mining will be the best option for you to complete your project because you can do a lot of stuff here with data and make it interesting useful and a lot of things can be done with data.
So I will provide you data mining project idea list, you can select any one of them as your topic and start working on that if you have any idea regarding data mining projects you can tell in the comment box, I will add that to my data mining project ideas list.
Before going to the data mining project ideas, we will learn about data mining in brief. Just read it once may be data mining will become an attractive topic for you.
Bonus: Check programming project ideas
You can also check these posts:
- Microsoft (MS) Access Database Project Ideas
- Computer Science Final Year Project
- Database Homework Help
- Top 18 Database Projects Ideas
Looking for Data Mining Project Help ?
What is data mining?
What is the need for data mining?
Data mining is a tool which is used to knowledge mining from the large set of data. With the help of data mining we can retrieve the valuable information from the huge amount of data and make the data usable for analytical purpose, for business use, etc.
Data Mining Applications
Data Mining in Medical Science
- Detect fraud abuses in medical/hospitals
- For making customer relationship, it helps for exploring the business.
- Doing patient activity analysis, how many visits they did and for which reason.
- To identify successful therapy for different illnesses.
Data Mining in Banking/Finance
- With the help of data mining we can analyse the customer behaviour, what the are purchasing, which type of activity they are doing again and again, their previous actions, by doing this process we can get a lot of information for doing business analytics.
- To analyse their plans which they provide to the customers, what was the response of the client, they mine the data and get the all info.
- To get the info of credit card spending(what they are buying) by the customers using data mining.
Data Mining in Marketing/Sales
- In marketing data mining is very efficient and useful tool, all marketing analyst use data mining to analyse the customer behaviour what they are buying, and according to that they make the offers for them.
- They mine the data according to customer purchase, that what they missed, what they are looking again and again, what is the range of spending money of the customer according to that they plan their business.
Data Mining in Science and Engineering
- Data mining is used in the field of science and engineering, most of the sensor devices and pattern recognition system are developed with the help of data mining.
- They mine the valuable data and make it useful for implementing in the system.
- Data mining deals with machine learning, pattern recognition, database management, artificial intelligence, etc.
So you can choose any field according to your area of interest for your data mining project, there are a lot of topics available for data mining project.
I will also provide you best data mining project ideas list from which you can select any one of them.
Data Mining Techniques which are used for Data Mining
There are many data mining techniques available for getting the relevant data from a large amount of data set.
I am going to discuss some sensitive data mining techniques one by one brief.
Association Technique for Data mining
It means they are analyzing your buying or something looking pattern. And this done through the association rule.
Classification Technique for Data Mining
Clustering Technique for Data Mining
Clustering is a technique used in data mining, in this technique we group the objects which have similarity some times it may differ.
This technique is used in machine learning, pattern recognition, information retrieval, image analysis
“Here you can see the example of clustering in data mining, we have their colors which put in three groups according to their color similarity.”
Prediction Technique for data Mining
Decision Trees for data Mining
A decision tree contains root node, branches, and leafs.It is one of the predictive modeling approaches which are used in machine learning in data mining.
Data mining using different databases
Data mining means mining of data, we need some data to mine then perform data mining technique to get important information from the data.
We can perform data mining operations in different databases like ms access, MySQL, databases.
By performing database queries we can see how data mining is works because in any database we use queries to get the important or needed information from the database or from large tables.
Now I am coming in my topic that is data mining project ideas, you can use different technologies to mine your data like.
- Data mining projects using JAVA
- Data Mining projects using PHP
- Data Mining projects using.Net
- Data Mining projects using MATLAB
You can use any one of the programmings to see Data Mining hows work and you can also use data bases over these programming techniques.
Best Data Mining Project Ideas List For Final Year/Computer Science Students
1. Data mining for weather prediction and climate change studies.
2. Web mining/web content analysis using data mining technique.
3. Social media mining to get relevant information like women behavior in a social network.
4. Knowledge /information extraction from decision trees using data mining.
5. Mining of government data for getting valuable information.
6. Mining of excess sheet data
7. Mining of customer behavior of any retail shop.
8. Mining of product sale of any retail store or any particular brand.
9. Text mining of any text format database.
10. Crime/fraud detection using data mining.
11. Implementation of ERP(Enterprise Resource Planning)
12. Data Leakage detection in cloud computing environment.
13. Prediction of house prices for creating online real estate market.
14.Prediction of cab cancellation of online taxi booking website.
15. Online rating for electronic gadgets for commercial purpose.
16. Social media mining to get the behavior of youth for sociality.
17. Market basket analysis(Apriori algorithm) for mining association rule.
18. Prediction of movie success using data mining
19. Prediction of missing items of shopping cart (using fast algorithm)
20. Comparing operating differences of male and female employees of any organization.
21. The framework of web mining for security purpose in e-commerce.