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Showing posts from May, 2023

Intro to LLMs and Generative AI

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In my first post , I mentioned the emergence of generative AI -  ChatGPT ,  Bard  and friends. But what are these mysterious black boxes that can produce creative texts and are seemingly indistinguishable from human intelligence?  Let's break it down. This is the first in a series of three posts explaining how these models work: The basics of Artificial Intelligence and Machine Learning (this post) Deep Learning and Neural Networks Large Language Models What's Artificial Intelligence and Machine Learning? Both terms are hot buzzwords these days, and there are many definitions for both. One of the founding fathers of computer science, the great Alan Turing , simply defines Artificial Intelligence (AI) as  the science and engineering of making intelligent machines Well, that didn't help! But that's really what it is: Making machines act intelligently. In other words, make them act like humans. AI is umbrella term for different fields and techniques pursuing this goal i

My Journey

My name is Timo, I'm 38 years old and I currently live in Zurich, Switzerland - previous stops include Australia (Sydney, Melbourne), the United States (Miami), the United Kingdom (Chester), and Germany, where I'm from originally (around Frankfurt). I have a lovely wife and two young kids (4 and 2) - yes, that's relevant, as you'll see in a minute :)  I'm a software engineer by trade, and always had a strong interest in ML - my master thesis was about detecting money launderers with ML, I once co-founded a startup about quant trading with ML, and have been working at Kaggle  and Google's Core ML department for the last few years, where I now lead a few teams around ML data management. I think it's fair to say that, when it comes to AI, I know what I'm talking about, and I'm always looking for ways to make somebody's life better with it. So how did I get into creative writing?   That's where my first kid comes in, well, sort of. When my first

Welcome!

We live in exciting times! This is probably a universal statement many people would claim at any given time throughout the ages, but it certainly feels true and real to me. Lots of things are happening in the world, for better and for worse. Either way, change is happening all around us, and change presents opportunities. I started to see some of these opportunities in two different world - the world of artificial intelligence , and the world of writing .  A few years ago, many would've said these things don't mix. But with recents advancements in machine learning - the emergence of  ChatGPT , Bard  and other generative AI systems has shaken public society probably more than any other discovery in the field -, it's not a stretch to say these two worlds are on a collision course. Whether that's a death sentence for creative writing ( the Writers Guild of America seems to think so ) or a great opportunity will need to stand the test of time, but it's certainly an int