Who Does What Job? Occupational Roles in the Eyes of AI

Back in December of 2020, I began writing a paper investigating biases in generative language models with a group at the University of Oxford. We ran experiments to understand the occupational and…

A Marriage of Machine Learning and Optimization Algorithms

Although most of us don’t see it, optimization algorithms (OAs) are at work everywhere. They plan shelve stocking for our grocery stores, create airport schedules, and give us the shortest route to…

Regularisation Techniques: Neural Networks 101

So far in this neural networks 101 series we have discussed two ways to improve the performance of neural networks: hyperparameter tuning and faster gradient descent optimisers. You can check those…

If You See Life as a Game, You Better Know How to Play It

Somewhere in an uncharted galaxy, you and your friend are being held prisoners by an enigmatic group of extraterrestrial beings. They promise to let you go if you beat them in one of their games. You…

Level Up Your Data Storytelling with Animated Bar Charts in Plotly

Plotly supports an excellent foundation for animated plots. I highly recommend their basic tutorial here. However, plotly animations are primarily set up to add another dimension to the visualization…

(Bio)Image Analysis with Python: Everything You Need to Know about Histograms

Welcome to our series (Bio)Image Analysis with Python: Everything You Need to Know. In this tutorial, divi into Histograms, an important tool, and discover how it plays a crucial role in the world of…

A Comprehensive Guide to Stakeholder Analysis in AI Governance (Part 2)

*Author Note: This article is written as part two of the Comprehensive Guide to Stakeholder Analysis in AI Governance. Read Part 1 here. Welcome back to the continuation of our ‘A Comprehensive Guide…

Please Use Streaming Workload to Benchmark Vector Databases

Vector databases are built for high-dimensional vector retrieval. Today, many vectors are embeddings generated by deep neural nets like GPTs and CLIP to represent data points such as pieces of text…

A Requiem for the Transformer?

The transformer has dominated the world of artificial intelligence for six years, achieving state-of-the-art in all subdomains of artificial intelligence. From natural language processing (NLP) to…

The Quest for Artificial General Intelligence (AGI): When AI Achieves Superpowers

The field of Artificial intelligence has seen tremendous progress over the past decade, yet achieving human-level intelligence remains the ultimate goal of many researchers. In this article, I will…