January 9, 2022

Machine Learning: Heart Disease Prediction

Read More on GitHub… Introduction WHO announced that cardiovascular diseases is the top one killer over the world. There are seventeen million people died from it every year, especially heart disease. Prevention is better than cure. If we can evaluate the risk of every patient who probably has heart disease, that is, not only patients but also everyone can do something earlier to keep illness away. This dataset is a real data including important features of patients.

August 25, 2021

Product and Customer Behavior Analysis

Read More on GitHub… Problem Statement Customer Personality Analysis is a detailed analysis of a company’s ideal customers. It helps a business to better understand its customers and makes it easier for them to modify products according to the specific needs, behaviors and concerns of different types of customers. Customer personality analysis helps a business to modify its product based on its target customers from different types of customer segments. For example, instead of spending money to market a new product to every customer in the company’s database, a company can analyze which customer segment is most likely to buy the product and then market the product only on that particular segment.

August 9, 2021

Bank Customer Transaction Analysis

Read More on GitHub… Bank Customer Transaction Analysis The dataset contains 12043 transactions for 100 customers who have one bank account each. Transactional period is from 01/08/2018 - 31/10/2021. The data entries are unique and have consistent formats for analysis. For each record/row, information is complete for majority of columns. Some columns contain missing data (blank or NA cells), which is likely due to the nature of transaction. (i.e. merchants are not involved for InterBank transfers or Salary payments) It is also noticed that there is only 91 unique dates in the dataset, suggesting the transaction records for one day are missing (turned out to be 2018-08-16).

June 9, 2021

Sales Cosmetic Customer Analysis

Read More on GitHub… About Dataset Context This data set is created only for the learning purpose of the customer segmentation concepts , also known as market basket analysis . I will demonstrate this by using unsupervised ML technique (KMeans Clustering Algorithm) in the simplest form. Content You are owing a supermarket mall and through membership cards , you have some basic data about your customers like Customer ID, age, gender, annual income and spending score.

February 9, 2021

Italy_COVID19_Data_Analysis_2020

Read More on GitHub… About Dataset Context Coronaviruses are a large family of viruses which may cause illness in animals or humans. In humans, several coronaviruses are known to cause respiratory infections ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS) and Severe Acute Respiratory Syndrome (SARS). The most recently discovered coronavirus causes coronavirus disease COVID-19 - WHO People can catch COVID-19 from others who have the virus.

February 9, 2017

StackOverflow User Analysis and Prediction

Read More on GitHub… About Dataset Introduction Stack Overflow’s annual Developer Survey is the largest and most comprehensive survey of people who code around the world. Each year, we field a survey covering everything from developers’ favorite technologies to their job preferences. This year marks the ninth year we’ve published our annual Developer Survey results, and nearly 90,000 developers took the 20-minute survey earlier this year. Description: The enclosed data set is the full, cleaned results of the 2019 Stack Overflow Developer Survey.