PinnedSachin DevinLevel Up CodingAll 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 DevinLevel Up CodingOverfitting and Underfitting: The Balancing Act of Machine LearningIn the world of machine learning, building models that generalize to the unseen data is the main goal. However, two major obstacles to this…Aug 27Aug 27
Sachin DevinNerd For TechLoss FunctionIn this article, I will discuss about Loss function, its importance and how it’s different from the cost function. Before reading this…Aug 6Aug 6
Sachin DevinLevel Up CodingPerformance MetricsBefore reading this article, I advise you to read my previous article on Linear Regression and get familiar with the terms “Cost Function”…Jul 301Jul 301
Sachin DevinNerd For TechSupport 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 DevinNerd For TechSupport 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