PinnedSachin DevAll you need to know about Linear Regression (Theory)Linear Regression is a Machine Learning (ML) algorithm used to estimate the relationship between quantitative variables. It is based on the…Dec 21, 20221Dec 21, 20221
PinnedSachin DevDetailed Exploratory Data Analysis (EDA) on Used Cars DataThis article is part of a series I am starting today where I will share practical EDA examples on various kinds of datasets. Before showing…Dec 13, 2022Dec 13, 2022
Sachin DevSupport Vector Machine: A Comprehensive Guide — Part2In my last article, we discussed SVMs, the geometric intuition behind SVMs, and also Soft and Hard margins. Today we will continue…May 22, 2023May 22, 2023
Sachin DevSupport Vector Machine: A Comprehensive Guide — Part1Support Vector Machines (SVMs) are a type of supervised learning algorithm used for classification and regression analysis. SVMs are…May 12, 2023May 12, 2023
Sachin DevMaximizing Model Accuracy: An Introduction to Performance MetricsPerformance Metrics play a crucial role in Data Science. It helps to evaluate the effectiveness of the Machine Learning Model. It helps to…May 10, 2023May 10, 2023
Sachin DevStatistics Fundamentals for Data Science — Part2In this article, we will continue exploring statistics fundamentals for data science. In my last article, we discussed topics like what is…May 5, 2023May 5, 2023
Sachin DevStatistics Fundamentals for Data Science — Part1Statistics is a crucial aspect of data science and provides the tools and techniques to analyze and interpret the data. It is the science…May 1, 2023May 1, 2023
Sachin DevUnderstanding Logistic RegressionLogistic Regression is a type of Classification algorithm that is used to analyze binary or classification data. It is one of the most…Mar 7, 20231Mar 7, 20231
Sachin DevHyperparameter TuningIn this article, we will discuss hyperparameters, the importance of hyperparameters, and hyperparameter tuning. Before discussing…Feb 3, 2023Feb 3, 2023
Sachin DevRidge Regression and Lasso Regression: A Beginner’s GuideBefore reading this article, it is recommended to refer to my prior articles on Linear Regression and Overfitting vs Underfitting, as this…Jan 19, 20231Jan 19, 20231