Project 1 - Data Cleaning and Transformation using Pivot table and Charts for the Report on requirement of Team Hiring

First KMeans (Initial Run) Objective: To apply KMeans clustering on the car dataset (likely based on features like fuel type, city mpg, highway mpg, etc.), without much prior tuning or pre-processing. Steps: Standard KMeans clustering applied using default parameters (e.g., random initialization, fixed number of clusters).…

???? Automobile Dataset (1985) Analysis – Project Report ???? Objective The purpose of this project is to perform data cleaning, exploratory data analysis (EDA), and basic machine learning modeling on the 1985 Automobile dataset. This analysis aims to uncover insights into vehicle fuel efficiency, engine performance, and trends…

How does similarity is calculated if data is categorical in nature1. Hamming Distance Used when categorical variables are binary (0/1, Yes/No, True/False). It calculates the number of positions at which two strings of equal length are different. Formula: d(x,y)=∑i=1nI(xi≠yi)d(x, y) = \sum_{i=1}^{n} I(x_i \neq y_i)d(x,y)=i=1∑n​I(xi​=yi​)…

1. What is a Neural Network?A Neural Network is a computational model inspired by the human brain. It consists of layers of artificial neurons that process input data to make predictions or classifications. It is commonly used in machine learning for tasks like image recognition, speech processing, and pattern detection.…