Learn ML and Data Science

K Means Algorithm With Real Life Problem It has a complicated name but it is sample and is a popular unsupervised machine learning technique. It means to create k number of centroid and then allocate every data point to the nearest cluster, while keeping the number centroid.                 Let’s explore this technique with an example, Here we have an online tea store data where we have details of customer, their date of account created and purchase styles.   In this we are interested to know what makes the customer comeback to the store. Retention is the one of the biggest mystery in any industry. Let us quickly open our jupyter notebook. # Import Necessary Libraries import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns %matplotlib inline import warnings warnings . filterwarnings('ignore') Read the file in Pandas, # Importing Data #Import Dataset cr = pd . rea...

Giving up Data Science?                  Data Science is extremely complicated and toll taking. Though switching to another career is always hard. I  have had times where I wanted to give up after rejections.  Here are few tips to get ahead in the game doesn't matter how many rejections you have faced. 1- Always be prepaid for the major topics in Data Science  Usually, employers are more concerned about your basics than complex queries. Probability and applied statistics are a must and can be refreshed by your basic school-level knowledge of statistics. Make sure you are well versed with modelling for this you can visit information blogs dedicated to Machine Learning, for example, Analyticsvidhya has the best informative blogs. 2-Make your projects visible online Posting your work on the online community not only helps you and make your skills visible but also helps new aspirants. Git hub is important if you are thinking of mak...

Dating Post Pandemic? Ever since the pandemic has locked us in our houses and kept us away from our usual paths of denial for example "oh I am not looking for anything serious " or “i dont have time for this ”phase, more and more people were forced to contemplate their decisions this year. Humans by nature are social animals. A lot of people lived a difficult and lonely life during this lockdown and were given a chance to re-evaluate. At least that's what the recent data shows us.  According to the current dating platform's studies, the data shows us the trend that most people are walking away from the hookup culture in the US.  The rules of dating are rapidly changing with technology filling in the gaps of personal meeting and socializing with new terms floating around like Zoomlandering, Fauci-ing and Apocalypsing etc. where Zoomlandering is where the person is more interested in how he/she is looking while being on a video call than the other person they are talkin...

Future of Real Estate in the US after the Pandemic . Real Estate has always been a fascinating investment topic to be debated by the pandits. Is the time " NOW " or " NEVER " to invest in real estate after so many obstacles have shaken our faiths in it. Well, the United States of America's real estate market doest think so. In fact, the market appears to be steady and ever raising.  A study by CoreInsights has shown that the market for real estate has increased in the top 10 states  namely  California, Hawaii, Washington, Colorado, Utah, Nevada, Oregon, Idaho, Massachusetts & Arizona. To give an example, in Nevada, house prices have more than doubled since 2010 (105.84%), while in Connecticut, the average price has increased by just 1.12% over the same period.   So then, if house prices continue to increase at this rate over the next ten years, how would the average house price look across the nation?  Then when we look at how 2030 prices could look in Ame...