linear regression

Linear Regression Is Actually a Projection Problem (Part 2: From Projections to Predictions)

think that linear regression is about fitting a line to data. But mathematically, that’s not what it’s doing. It's finding the closest possible vector to your goal throughout the space spanned by features. To know this,...

Linear Regression Is Actually a Projection Problem, Part 1: The Geometric Intuition

learns machine learning often starts with linear regression, not simply because it’s easy, but since it introduces us to the important thing concepts that we use in neural networks and deep learning. We already...

From Transactions to Trends: Predict When a Customer Is About to Stop Buying

how math can solve so many problems in the actual world. Once I was in grade school, I definitely didn't see it that way. I never hated math, by the way in which,...

PyTorch Tutorial for Beginners: Construct a Multiple Regression Model from Scratch

before LLMs became hyped, there was an separating Machine Learning frameworks from Deep Learning frameworks. The talk was targeting Scikit-Learn, XGBoost, and similar for ML, while PyTorch and TensorFlow dominated the scene...

Stepwise Selection Made Easy: Improve Your Regression Models in Python

To get probably the most out of this tutorial, you need to have already got a solid understanding of how linear regression works and the assumptions behind it. You must also bear in mind...

Estimating from No Data: Deriving a Continuous Rating from Categories

has collected data on the outcomes of patients who've acquired “Pathogen A” answerable for an infectious respiratory illness. Available are 8 features of every patient and the consequence: (a) treated at home and...

How one can Access NASA’s Climate Data — And How It’s Powering the Fight Against Climate Change Pt. 1

can’t consider a more essential dataset. Just today, I saw a headline like this: ‘Heat Waves Are Getting More Dangerous with Climate Change.’ You may’t say we haven’t been warned. In 1988, we...

Linear Regression in Time Series: Sources of Spurious Regression

1. Introduction It’s pretty clear that the majority of our work shall be automated by AI in the longer term. This shall be possible because many researchers and professionals are working hard to make their...

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