## 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

### Making the Quantum Computing Mindset Change from Algorithms to Workflows

The importance of workflows and the idea of hybrid computation (quantum + classical), with Zapata Computing