Giulio’s Substack
Giulio DonninelliHi, I'm Giulio, a 22-year-old Italian student. I'm excited to share my journey as a Data Science undergraduate through a series of weekly posts.
| Platform |  | Pricing | Only free issues |
|---|---|---|---|
| Publishes | Weekly | Issues | 21 |
| Subscribers | Read | giuliodonninelli.substack.com |
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Latest Issues
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Naive Bayes: The Simple Algorithm That Keeps Beating the Odds
This is a two-part post. The first part, which will be published on , provides an in-depth look at the Bayesian classifier and why it is theoretically the best classifier among all. I highly recommend checking it out for a deeper understand...
Approximating Globally Isn’t Always the Best Idea: Understanding Random Projections
Continuing with the series of dimensionality reduction algorithms, one noteworthy procedure is random projections.
Exploring Dimensionality Reduction with NMF
Beyond PCA, there are many algorithms designed to reduce the dimensionality of data while retaining important information. Even a basic calculation, like taking the average, can be seen as a dimensionality reduction method. While reducing a...
A Comprehensive Guide to Self-Organizing Maps (Kohonen Networks) for Dimensionality Reduction
The Self-Organizing Maps (also known as Kohonen maps, named after their inventor Teuvo Kohonen) are a fundamental neural network algorithm. Although their initial goal was different, this unsupervised machine learning technique has gained i...
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