diff --git a/README.md b/README.md index b1ef136..458ee06 100644 --- a/README.md +++ b/README.md @@ -6,139 +6,111 @@ + 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). +![](21.jpg) + ##### 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. --- ### Beginner: -1) **Find out the age of Abalone from physical measurements**
-Recommended Use: Regression Models
-Domain: Environment +[**Find out the age of Abalone from physical measurements**](Abalone)
+Regression Models | Environment -2) **Predict student's knowledge level**
-Recommended Use: Classification/Clustering
-Domain: Education/Web +[**Predict student's knowledge level**](User Knowledge Modeling)
+Classification/Clustering | Education/Web -3) **Can you predict the price of a house?**
-Recommended Use: Regression Models
-Domain: Real Estate +[**Can you predict the price of a house?**](Real Estate Valuation)
+Regression Models | Real Estate -4) **Can you estimate location from WIFI Signal Strength**
-Recommended Use: Classification Models
-Domain: Mobile/Location +[**Can you estimate location from WIFI Signal Strength**](Wireless Indoor Localization)
+Classification Models | Mobile/Location -5) **Predict acceptability of a car**
-Recommended Use: Classification Models
-Domain: Automobile +[**Predict acceptability of a car**](Car Evaluation)
+Classification Models | Automobile -6) **Predict seminal quality of an individual**
-Recommended Use: Regression/Classification Models
-Domain: Healthcare/Life +[**Predict seminal quality of an individual**](Fertility)
+Regression/Classification Models | Healthcare/Life -7) **Estimate chance of bankruptcy from qualitative parameters by experts**
-Recommended Use: Classification Models
-Domain: Finance/Banking +[**Estimate chance of bankruptcy from qualitative parameters by experts**](Qualitative Bankruptcy)
+Classification Models | Finance/Banking --- ### Intermediate: -8) **Can you predict the fuel-efficiency of a car?**
-Recommended Use: Regression Models
-Domain: Automobiles +[**Can you predict the fuel-efficiency of a car?**](Auto MPG)
+Regression Models | Automobiles -9) **Was that chest pain an indicator of a heart disease**
-Recommended Use: Classification Models
-Domain: Health Sciences +[**Was that chest pain an indicator of a heart disease**](Heart Disease)
+Classification Models | Health Sciences -10) **Predict total number of demand of orders**
-Recommended Use: Regression Models
-Domain: Business +[**Predict total number of demand of orders**](Daily Demand Forecasting Orders)
+Regression Models | Business -11) **Find out if a donor will give blood in March 2007**
-Recommended Use: Classification Models
-Domain: Business +[**Find out if a donor will give blood in March 2007**](Blood Transfusion Service Center)
+Classification Models | Business -12) **Forecast pollution level of a city**
-Recommended Use: Regression Models
-Domain: Environment +[**Forecast pollution level of a city**](Beijing PM2.5)
+Regression Models | Environment -13) **Will the patient survive for at least one year after a heart attack**
-Recommended Use: Classification Models
-Domain: Automobiles +[**Will the patient survive for at least one year after a heart attack**](Echocardiogram)
+Classification Models | Automobiles -14) **Estimate compressive strength of concrete**
-Recommended Use: Regression Models
-Domain: Civil Engineering/Construction +[**Estimate compressive strength of concrete**](Concrete Compressive Strength)
+Regression Models | Civil Engineering/Construction -15) **Discover patterns relating liver disorder and alcohol consumption**
-Recommended Use: Classification/Regression/Clustering Models
-Domain: Healthcare +[**Discover patterns relating liver disorder and alcohol consumption**](Liver Disorders)
+Classification/Regression/Clustering Models | Healthcare -16) **Predict which stock will provide greatest rate of return**
-Recommended Use: Clustering/Regression/Classification Models
-Domain: Business/Finance +[**Predict which stock will provide greatest rate of return**](Dow Jones Index)
+Clustering/Regression/Classification Models | Business/Finance -17) **Assess heating and cooling load requirements of building**
-Recommended Use: Regression/Classification Models
-Domain: Energy +[**Assess heating and cooling load requirements of building**](Energy Efficiency)
+Regression/Classification Models | Energy -18) **Determine the type of glass using oxide content**
-Recommended Use: Classification Models
-Domain: Physical +[**Determine the type of glass using oxide content**](Glass Identification)
+Classification Models | Physical -19) **Predict chance of survival**
-Recommended Use: Classification Models
-Domain: Healthcare +[**Predict chance of survival**](Hepatitis)
+Classification Models | Healthcare -20) **Find patterns from spending data at wholesale**
-Recommended Use: Classification/Clustering
-Domain: Business/Retail +[**Find patterns from spending data at wholesale**](Wholesale Customers)
+Classification/Clustering | Business/Retail -21) **Group similar travel reviews**
-Recommended Use: Clustering/Classification Models
-Domain: Web +[**Group similar travel reviews**](Travel Reviews)
+Clustering/Classification Models | Domain: Web -22) **Relate returns of Istanbul Stock Exchange with other international indices**
-Recommended Use: Regression/Classification Models
-Domain: Business/Finance +[**Relate returns of Istanbul Stock Exchange with other international indices**](Istanbul Stock Exchange)
+Regression/Classification Models | Business/Finance -23) **Predict bike rental count (hourly/daily) based on the environmental & seasonal settings**
-Recommended Use: Regression Models
-Domain: Social +[**Predict bike rental count (hourly/daily) based on the environmental & seasonal settings**](Bike Sharing)
+Regression Models | Social -24) **Detect Room Occupancy through Light, Temperature, Humidity and CO2 sensors**
-Recommended Use: Classification Models
-Domain: Energy/Buildings +[**Detect Room Occupancy through Light, Temperature, Humidity and CO2 sensors**](Occupancy Detection)
+Classification Models | Energy/Buildings -25) **Estimate whether a person’s income exceeds \$50K/year**
-Recommended Use: Classification Models
-Domain: Social/Government +[**Estimate whether a person’s income exceeds \$50K/year**](Census Income)
+Classification Models | Social/Government --- ### Advanced: -26) **Detect Autistic Spectrum Disorder (ASD) cases**
-Recommended Use: Classification Models
-Domain: Healthcare/Social Sciences +[**Detect Autistic Spectrum Disorder (ASD) cases**](Autism Screening Adult)
+Classification Models | Healthcare/Social Sciences -27) **Estimate the probability of Default**
-Recommended Use: Classification Models
-Domain: Business/Finance +[**Estimate the probability of Default**](Default of Credit Card Clients)
+Classification Models | Business/Finance -28) **Predict if a note is genuine**
-Recommended Use: Classification Models
-Domain: Banking/Finance +[**Predict if a note is genuine**](Banknote Authentication)
+Classification Models | Banking/Finance -29) **Find a short term forecast on electricity consumption of a single home**
-Recommended Use: Regression/Clustering Models
-Domain: Electricity +[**Find a short term forecast on electricity consumption of a single home**](Individual Household Electric Power Consumption)
+Regression/Clustering Models | Electricity -30) **Predict the number of shares on social networks**
-Recommended Use: Regression/Classification Models
-Domain: Business/Web +[**Predict the number of shares on social networks**](Online News Popularity)
+Regression/Classification Models | Business/Web --- -### FAQ +### Queries: **Can I use these datasets for my project?**
Sure! You're totally free to do so.