⌘K

series-ai-apps

All announcement series-wordcountproblem standard-library programming-style functions series-functions abstractions decorators pyscript series-pyscript hands-on programming monthly-roundup video review

AI: What is a language model?

AI: What is a language model?

Which words should the next word depend on? Every sentence has certain key words. Change those key words and the entire meaning could change.

AI: Embeddings

AI: Embeddings

We need some way to represent meaning. Some way for the LLM to know that certain words are related. We do that by converting the tokens into embeddings

AI: Tokenisation

AI: Tokenisation

Machine learning algorithms require both the inputs and outputs have to be numbers. On the other hand, an LLM takes text as input and returns text as output. Therefore, we need some mechanism to convert text into numbers and vice versa.

AI: What does a machine learning algorithm do anyway?

AI: What does a machine learning algorithm do anyway?

To a lot of people, machine learning and artificial intelligence seems like magic. Many people think that the computer actually becomes sentient. And it seems that way when we use tools like ChatGPT! In reality, machine learning algorithms are just a sequence of maths operations on numbers.

Building AI Applications from first principles

artificial-intelligence

Building AI Applications from first principles

I will be posting a series of articles on this topic right here on Playful Python. I'm looking to build an intuitive understanding of what is going on, rather than lean on rigorous maths.