Matthew Mayo

KDnuggets Managing Editor

Matthew Mayo (@mattmayo13) holds a Master's degree in computer science and a graduate diploma in data mining. As Managing Editor, Matthew aims to make complex data science concepts accessible. His professional interests include natural language processing, machine learning algorithms, and exploring emerging AI. He is driven by a mission to democratize knowledge in the data science community. Matthew has been coding since he was 6 years old.

Frameworks for Approaching the Machine Learning Process

By Matthew Mayo, KDnuggets Managing Editor on October 19, 2022 in Machine Learning
This post is a summary of 2 distinct frameworks for approaching machine learning tasks, followed by a distilled third. Do they differ considerably (or at all) from each other, or from other such processes available?
Mathematics for Machine Learning: The Free eBook

By Matthew Mayo, KDnuggets Managing Editor on October 14, 2022 in Machine Learning
Check out this free ebook covering the fundamentals of mathematics for machine learning, as well as its companion website of exercises and Jupyter notebooks.
Sparse Matrix Representation in Python

By Matthew Mayo, KDnuggets Managing Editor on October 14, 2022 in Python
Leveraging sparse matrix representations for your data when appropriate can spare you memory storage. Have a look at the reasons why, see how to create sparse matrices in with Python, and compare the memory requirements for standard and sparse representations of the same data.
Data Representation for Natural Language Processing Tasks

By Matthew Mayo, KDnuggets Managing Editor on October 13, 2022 in Natural Language Processing
In NLP we must find a way to represent our data (a series of texts) to our systems (e.g. a text classifier). As Yoav Goldberg asks, "How can we encode such categorical data in a way which is amenable for us by a statistical classifier?" Enter the word vector.
The Complete Free PyTorch Course for Deep Learning

By Matthew Mayo, KDnuggets Managing Editor on October 12, 2022 in Machine Learning
Do you want to learn PyTorch for machine learning and deep learning? Check out this 24 hour long video course with accompanying notes and courseware for free. Did I mention it's free?
Machine Learning for Everybody!

By Matthew Mayo, KDnuggets Managing Editor on October 4, 2022 in Machine Learning
Who is machine learning for? Everybody!
Master Transformers with This Free Stanford Course!

By Matthew Mayo, KDnuggets Managing Editor on September 30, 2022 in Machine Learning
If you want a deep dive on transformers, this Stanford course has made its courseware freely available, including lecture videos, readings, assignments, and more.
Free Algorithms in Python Course

By Matthew Mayo, KDnuggets Managing Editor on September 26, 2022 in Python
Algorithms are an often misunderstood concept. Leverage Python to learn what algorithms really are, and how to implement an array of basic computational algorithms in the language.
Simplifying Decision Tree Interpretability with Python & Scikit-learn

By Matthew Mayo, KDnuggets Managing Editor on September 16, 2022 in Python
This post will look at a few different ways of attempting to simplify decision tree representation and, ultimately, interpretability. All code is in Python, with Scikit-learn being used for the decision tree modeling.
Free SQL and Database Course

By Matthew Mayo, KDnuggets Managing Editor on September 15, 2022 in SQL
Get up to speed on SQL and relational databases with this free video course.

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