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README.md
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+ They offer hands-on practice to boost their skills in exploratory data analysis, data visualization, data wrangling and machine learning. + They offer hands-on practice to boost their skills in exploratory data analysis, data visualization, data wrangling and machine learning.
+ The data sets below have been sorted with increasing level of difficulty for convenience (Beginner, Intermediate, Advanced). + The data sets below have been sorted with increasing level of difficulty for convenience (Beginner, Intermediate, Advanced).
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##### In order to fork this repository, click on the link to the guide [How to fork a project](https://docs.gitlab.com/ee/gitlab-basics/fork-project.html) on GitLab. ##### In order to fork this repository, click on the link to the guide [How to fork a project](https://docs.gitlab.com/ee/gitlab-basics/fork-project.html) on GitLab.
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### Beginner: ### Beginner:
1) **Find out the age of Abalone from physical measurements**<br/> [**Find out the age of Abalone from physical measurements**](Abalone)<br/>
Recommended Use: Regression Models<br/> Regression Models | Environment
Domain: Environment
2) **Predict student's knowledge level**<br/> [**Predict student's knowledge level**](User Knowledge Modeling)<br/>
Recommended Use: Classification/Clustering<br/> Classification/Clustering | Education/Web
Domain: Education/Web
3) **Can you predict the price of a house?**<br/> [**Can you predict the price of a house?**](Real Estate Valuation)<br/>
Recommended Use: Regression Models<br/> Regression Models | Real Estate
Domain: Real Estate
4) **Can you estimate location from WIFI Signal Strength**<br/> [**Can you estimate location from WIFI Signal Strength**](Wireless Indoor Localization)<br/>
Recommended Use: Classification Models<br/> Classification Models | Mobile/Location
Domain: Mobile/Location
5) **Predict acceptability of a car**<br/> [**Predict acceptability of a car**](Car Evaluation)<br/>
Recommended Use: Classification Models<br/> Classification Models | Automobile
Domain: Automobile
6) **Predict seminal quality of an individual**<br/> [**Predict seminal quality of an individual**](Fertility)<br/>
Recommended Use: Regression/Classification Models<br/> Regression/Classification Models | Healthcare/Life
Domain: Healthcare/Life
7) **Estimate chance of bankruptcy from qualitative parameters by experts**<br/> [**Estimate chance of bankruptcy from qualitative parameters by experts**](Qualitative Bankruptcy)<br/>
Recommended Use: Classification Models<br/> Classification Models | Finance/Banking
Domain: Finance/Banking
--- ---
### Intermediate: ### Intermediate:
8) **Can you predict the fuel-efficiency of a car?**<br/> [**Can you predict the fuel-efficiency of a car?**](Auto MPG)<br/>
Recommended Use: Regression Models<br/> Regression Models | Automobiles
Domain: Automobiles
9) **Was that chest pain an indicator of a heart disease**<br/> [**Was that chest pain an indicator of a heart disease**](Heart Disease)<br/>
Recommended Use: Classification Models<br/> Classification Models | Health Sciences
Domain: Health Sciences
10) **Predict total number of demand of orders**<br/> [**Predict total number of demand of orders**](Daily Demand Forecasting Orders)<br/>
Recommended Use: Regression Models<br/> Regression Models | Business
Domain: Business
11) **Find out if a donor will give blood in March 2007**<br/> [**Find out if a donor will give blood in March 2007**](Blood Transfusion Service Center)<br/>
Recommended Use: Classification Models<br/> Classification Models | Business
Domain: Business
12) **Forecast pollution level of a city**<br/> [**Forecast pollution level of a city**](Beijing PM2.5)<br/>
Recommended Use: Regression Models<br/> Regression Models | Environment
Domain: Environment
13) **Will the patient survive for at least one year after a heart attack**<br/> [**Will the patient survive for at least one year after a heart attack**](Echocardiogram)<br/>
Recommended Use: Classification Models<br/> Classification Models | Automobiles
Domain: Automobiles
14) **Estimate compressive strength of concrete**<br/> [**Estimate compressive strength of concrete**](Concrete Compressive Strength)<br/>
Recommended Use: Regression Models<br/> Regression Models | Civil Engineering/Construction
Domain: Civil Engineering/Construction
15) **Discover patterns relating liver disorder and alcohol consumption**<br/> [**Discover patterns relating liver disorder and alcohol consumption**](Liver Disorders)<br/>
Recommended Use: Classification/Regression/Clustering Models<br/> Classification/Regression/Clustering Models | Healthcare
Domain: Healthcare
16) **Predict which stock will provide greatest rate of return**<br/> [**Predict which stock will provide greatest rate of return**](Dow Jones Index)<br/>
Recommended Use: Clustering/Regression/Classification Models<br/> Clustering/Regression/Classification Models | Business/Finance
Domain: Business/Finance
17) **Assess heating and cooling load requirements of building**<br/> [**Assess heating and cooling load requirements of building**](Energy Efficiency)<br/>
Recommended Use: Regression/Classification Models<br/> Regression/Classification Models | Energy
Domain: Energy
18) **Determine the type of glass using oxide content**<br/> [**Determine the type of glass using oxide content**](Glass Identification)<br/>
Recommended Use: Classification Models<br/> Classification Models | Physical
Domain: Physical
19) **Predict chance of survival**<br/> [**Predict chance of survival**](Hepatitis)<br/>
Recommended Use: Classification Models<br/> Classification Models | Healthcare
Domain: Healthcare
20) **Find patterns from spending data at wholesale**<br/> [**Find patterns from spending data at wholesale**](Wholesale Customers)<br/>
Recommended Use: Classification/Clustering<br/> Classification/Clustering | Business/Retail
Domain: Business/Retail
21) **Group similar travel reviews**<br/> [**Group similar travel reviews**](Travel Reviews)<br/>
Recommended Use: Clustering/Classification Models<br/> Clustering/Classification Models | Domain: Web
Domain: Web
22) **Relate returns of Istanbul Stock Exchange with other international indices**<br/> [**Relate returns of Istanbul Stock Exchange with other international indices**](Istanbul Stock Exchange)<br/>
Recommended Use: Regression/Classification Models<br/> Regression/Classification Models | Business/Finance
Domain: Business/Finance
23) **Predict bike rental count (hourly/daily) based on the environmental & seasonal settings**<br/> [**Predict bike rental count (hourly/daily) based on the environmental & seasonal settings**](Bike Sharing)<br/>
Recommended Use: Regression Models<br/> Regression Models | Social
Domain: Social
24) **Detect Room Occupancy through Light, Temperature, Humidity and CO2 sensors**<br/> [**Detect Room Occupancy through Light, Temperature, Humidity and CO2 sensors**](Occupancy Detection)<br/>
Recommended Use: Classification Models<br/> Classification Models | Energy/Buildings
Domain: Energy/Buildings
25) **Estimate whether a person’s income exceeds $50K/year**<br/> [**Estimate whether a person’s income exceeds $50K/year**](Census Income)<br/>
Recommended Use: Classification Models<br/> Classification Models | Social/Government
Domain: Social/Government
--- ---
### Advanced: ### Advanced:
26) **Detect Autistic Spectrum Disorder (ASD) cases**<br/> [**Detect Autistic Spectrum Disorder (ASD) cases**](Autism Screening Adult)<br/>
Recommended Use: Classification Models<br/> Classification Models | Healthcare/Social Sciences
Domain: Healthcare/Social Sciences
27) **Estimate the probability of Default**<br/> [**Estimate the probability of Default**](Default of Credit Card Clients)<br/>
Recommended Use: Classification Models<br/> Classification Models | Business/Finance
Domain: Business/Finance
28) **Predict if a note is genuine**<br/> [**Predict if a note is genuine**](Banknote Authentication)<br/>
Recommended Use: Classification Models<br/> Classification Models | Banking/Finance
Domain: Banking/Finance
29) **Find a short term forecast on electricity consumption of a single home**<br/> [**Find a short term forecast on electricity consumption of a single home**](Individual Household Electric Power Consumption)<br/>
Recommended Use: Regression/Clustering Models<br/> Regression/Clustering Models | Electricity
Domain: Electricity
30) **Predict the number of shares on social networks**<br/> [**Predict the number of shares on social networks**](Online News Popularity)<br/>
Recommended Use: Regression/Classification Models<br/> Regression/Classification Models | Business/Web
Domain: Business/Web
--- ---
### FAQ ### Queries:
**Can I use these datasets for my project?**<br/> **Can I use these datasets for my project?**<br/>
Sure! You're totally free to do so. Sure! You're totally free to do so.
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