
What is similarity between sentences?
A description of similarity between words and sentences using embeddings. Dot product and cosine similarity are discussed.

What are sentence embeddings?
A description of sentence embeddings, and how they are the building blocks of language models.
Splitting Data by Asking Questions: decision trees
A description of decision trees and the way to build them, using accuracy, the Gini impurity index, and information gain.
Using Probability to its Maximum: The naive Bayes model
A description of Bayes theorem and the naive Bayes model, used in a medical application.
A quick tour of machine learning
A survey of machine learning, including supervised learning (regression, classification) and unsupervised learning.
Shannon Entropy, Information Gain, and Picking Balls from Buckets
Shannon entropy and information gain explained with a game of placing balls into buckets
Why Generative Modeling Is Leading the Race to Practical Quantum Advantage
A survey of quantum generative machine learning and its potential for quantum advantage, with Zapata Computing
How Quantum Computing Solves A Fundamental Business Problem: Optimization
Applications of quantum computing in several areas of optimization, with Zapata Computing