DataScience – Page 3

Machine Learning – Understanding Bias and Variance – Part 4

In Part-4 of this article series, we will introduce the key concepts around Bias and Variance and get a mathematical intuition around it. In addition, we get our hands dirty with a demo using the popular Python machine learning library Scikit-Learn.

Here is the link to the article:

Machine Learning – Understanding Bias and Variance – Part 4

Enjoy 🙂 !!!

Machine Learning – Polynomial Regression using Scikit-Learn – Part 3

In Part-3 of this article series, we use the popular Auto MPG data set to get our hands dirty with Polynomial Regression using the popular Python machine learning library Scikit-Learn.

Here is the link to the article:

Machine Learning – Polynomial Regression using Scikit-Learn – Part 3

Enjoy 🙂 !!!

Machine Learning – Linear Regression using Scikit-Learn – Part 2

In Part-2 of this article series, we use the popular Auto MPG data set to get our hands dirty with Linear Regression using the popular Python machine learning library Scikit-Learn. This article covers hands-on demo with the Simple Linear Regression and the Multiple Linear Regression.

Here is the link to the article:

Machine Learning – Linear Regression using Scikit-Learn – Part 2

Enjoy 🙂 !!!

Machine Learning – Linear Regression – Part 1

In Part-1 of this article series, we will introduce the mathematical intuition behind Linear Regression. This article covers the Simple Linear Regression and the Multiple Linear Regression.

Here is the link to the article:

Machine Learning – Linear Regression – Part 1

Enjoy 🙂 !!!

Introduction to Linear Algebra – Part 5

In this FINAL Part-5 of this article series, we continue the journey with Linear Algebra and cover the topics on the Rank and Singular Value Decomposition of a Matrix. We end the series with a Hands-on Demo.

Here is the link to the article:

Introduction to Linear Algebra – Part 5

Enjoy 🙂 !!!

Introduction to Linear Algebra – Part 4

In Part-4 of this article series, we continue the journey with Linear Algebra and cover the topics on Eigen Decomposition and Powers of a Matrix.

Here is the link to the article:

Introduction to Linear Algebra – Part 4

Enjoy 🙂 !!!

Introduction to Linear Algebra – Part 3

In Part-3 of this article series, we continue the journey with Matrices in Linear Algebra and cover the Gauss-Jordon Elimination, Inverse of a Matrix, and Determinant of a Matrix.

Here is the link to the article:

Introduction to Linear Algebra – Part 3

Enjoy 🙂 !!!