datascience – Page 3

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

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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

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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

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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

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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

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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

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Introduction to Linear Algebra – Part 2

In Part-2 of this article series, we continue the journey with Linear Algebra to cover the various aspects of Matrices.

Here is the link to the article:

Introduction to Linear Algebra – Part 2

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Introduction to Linear Algebra – Part 1

In Part-1 of this article series, we will introduce the mathematical concepts in Linear Algebra. We cover the various aspects of Vectors.

Here is the link to the article:

Introduction to Linear Algebra – Part 1

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Useful Matplotlib Code Snippets

Here is an article that shows code snippets for commonly used data visualization methods when rendering graphs/plots using Matplotlib:

Useful Matplotlib Code Snippets

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Introduction to Statistics – Part 7

In this article, we will continue our journey on Statistics, covering the topics related to Hypothesis Testing for two dependent samples t-test and for two independent samples z-test for difference of proportions. Here is the link to the article:

Introduction to Statistics – Part 7

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