Python and AI

Python, one of the reasons ChatGPT is pretty good at maths

One key reason ChatGPT is good at handling mathematical tasks and data analysis is its integration with Python, especially in its premium versions. Python not only powers the solutions provided but also allows users to see how those solutions are generated. In this post I show how you can take advantage of this.

AI Automating Tasks

Using the ChatGPT API to automate tasks

The web interface for ChatGPT is great, but it does not always deliver what we want. In this post I want to describe how creating a simple call to the ChatGPT API can give a range of benefits. The example I am going to share in this post comes from a course I am running on how to the ChatGPT API.

Person speaking nicely to a computer

Speaking Nicely to Generative AI Seems to Help Get Better Answers

In a paper published in April this year, researchers showed how speaking more collaboratively to LLMs seems to generate better responses. The paper describes how Chengrun Yang, Xuezhi Wang, Yifeng Lu, Hanxiao Liu, Quoc V. Le, Denny Zhou, and Xinyun Chen conducted a series of experiments to explore how different strategies for prompts delivered different answers.

Image to convey Synthetic Data

Is weighting a form of synthetic data?

One of the surprises about the sudden and widespread interest in Synthetic Data is that it has forced us to revisit things we have been doing for decades. This revisiting of old practices is useful for framing where we think Synthetic Data should go and how it should be evaluated and regulated. In this post I explore why weighting is a form of synthetic data and what that means for researchers.

Image implying the creation of synthetic data

Synthetic Data –an Overview, a Taxonomy & some FAQs

AI is a hot topic, and in the insight and research ecosystem, the hottest topic is Synthetic Data. In this post, I look at what Synthetic Data means, why it is such a hot topic, some of the key issues, and share some thoughts about Synthetic Data and its use.