Analytics in Practice… K-Means Clustering: The Secret Weapon to Personalized Marketing Campaigns 11 Mar 202411 Mar 2024 INTRODUCTION Once upon a time, the marketers relied on intuition, creativity, and a little bit of luck to execute their campaigns. They threw ideas at the wall to see what…
Analytics… Using ML to Find “REAL” Job Postings on Job Portals 21 Aug 2020 Many a times we go to a Job Portal to look for jobs, internships or even live projects. But we are not very sure about the authenticity of the job…
Analytics… Financial Market Prediction: ARIMA vs LSTM vs Facebook Prophet 21 Jul 2020 On 23rd March 2020, all the indices worldwide were at their lowest. From that day, the entire story has been about the market on a rise. People have been trying…
Analytics in Practice… K-Means Clustering from scratch with hands on example in R 12 Apr 202012 Apr 2020 Unsupervised Learning, as clearly defined through its name, uses no classification or labelled information as input to the algorithm. In stark contrast to supervised learning, the machine learns all by…
Analytics in Practice… CART – Regression Tree from scratch with a hands-on example(in R) 15 Mar 202015 Mar 2020 Decision trees are made with the objective of creating a model that predicts the value of a target or dependent variable based on the values of several input or independent…
Basics… Linear Regression for Cross-Sectional Data from Scratch with Hands-on example (in R) 23 Feb 202015 Mar 2020 Linear Regression is one of the 1st algorithms that everyone learns in Machine Learning, Statistics, Financial Econometrics and Data Science. In this post you will learn and go through Types…
Machine Learning… Text Classification in R 16 Feb 202016 Feb 2020 Text classification is the task of assigning a set of predefined categories to free-text. Businesses are turning to text classification for structuring text in a fast and cost-efficient way to…
Machine Learning… Demystifying Data Scientist Salaries using Random Forrest Algorithm 5 Feb 2024 Introduction Data scientists are in high demand, and their salaries reflect that. But what factors truly influence how much they earn? Our analysis of a rich dataset sheds light on…
Exploratory Data Analysis… Using Hypothesis Testing and Exploratory Data Analysis To Unravel The Complex Tapestry of 2023 Unemployment Trends In India 15 Jan 202415 Jan 2024 INTRODUCTION In the dynamic landscape of India's economic scenario, the study of unemployment trends plays a pivotal role in understanding the diverse factors influencing the workforce. This blog delves into…
Analytics in Practice… Air Quality Prediction Using FB PROPHET Algorithm 18 Dec 202318 Dec 2023 INTRODUCTION Some Indian cities fall in the array of the most polluted cities in the world, and the threat of air pollution is being raised day by day. Poor air…
Analytics in Practice… Employee Attrition Prediction Using SMOTE & Logistic Regression 4 Dec 202318 Dec 2023 INTRODUCTION In today’s competitive business landscape organizations face a significant challenge in retaining talented employees. It has become extremely crucial for organizations to the reasons behind departure. Attrition rate is…
Analytics… Netflix Recommender System 26 Feb 202326 Feb 2023 Introduction The platform and production firm Netflix is based in the United States. Since its inception in 1997, Netflix has provided us with incredible entertainment, whether it be movies or…
Analytics… Analyzing the Income Statement of Asian Paints 5 Feb 20236 Feb 2023 Introduction Analyzing the financial health of any company is required for all the stakeholders in order to take efficient and enhanced decision making. Python can be used in order to…
Uncategorized Credit Card Clustering 29 Jan 2023 Introduction The task of categorizing credit card customers according to their spending patterns, credit limitations, and a variety of other financial characteristics is known as credit card clustering. This is to…
Analytics… EMPLOYEE QUITTING THEIR JOB PREDICTION 8 Jan 20239 Jan 2023 Introduction: EMPLOYEE QUITTING THEIR JOB PREDICTION It's entirely feasible that someone on your team may depart in the near future given that over four million people will leave their employment…
Analytics… Heart Disease Prediction 26 Dec 202213 Mar 2023 INTRODUCTION Heart disease, often known as cardiovascular disease (CVD), is a general term that refers to a variety of illnesses that have an impact on the heart. Cardiomyopathy, arrhythmia, and…