
Albert Gu: More learning, less data
Building a foundation model takes tremendous amounts of data. In the coming year, I hope we’ll enable models to learn more from less data.

Building a foundation model takes tremendous amounts of data. In the coming year, I hope we’ll enable models to learn more from less data.

In 2025, I expect progress in training foundation models to slow down as we hit scaling limits and inference costs continue to rise.

In 2025, I expect progress in training foundation models to slow down as we hit scaling limits and inference costs continue to rise.

Last year, we saw an explosion of models that generate either video or audio outputs in high quality. In the coming year, I look forward to models that produce video clips complete with audio soundtracks including speech, music, and sound effects.

Last year, we saw an explosion of models that generate either video or audio outputs in high quality. In the coming year, I look forward to models that produce video clips complete with audio soundtracks including speech, music, and sound effects.

Stability AI’s aim is to liberate artists of all trades from the repetitive, mechanical aspects of their work and help them spend the majority of their time on the creative side. So our highest hope for next year is that generative AI will help people to be more creative and productive.

Stability AI’s aim is to liberate artists of all trades from the repetitive, mechanical aspects of their work and help them spend the majority of their time on the creative side. So our highest hope for next year is that generative AI will help people to be more creative and productive.

The Batch AI News and Insights: AI is progressing faster than ever. This is thrilling, yet rapid change can be disorienting. In such times, it’s useful to follow Jeff Bezos’ advice to think about not only what is changing but also what will stay the same.

The Batch AI News and Insights: AI is progressing faster than ever. This is thrilling, yet rapid change can be disorienting. In such times, it’s useful to follow Jeff Bezos’ advice to think about not only what is changing but also what will stay the same.

Without question, 2023 has been the most exciting and interesting year in technology that I’ve seen over a fairly long career. It bears mention that I’m pretty sure I said more or less the same thing at the close of 2022...

Without question, 2023 has been the most exciting and interesting year in technology that I’ve seen over a fairly long career. It bears mention that I’m pretty sure I said more or less the same thing at the close of 2022...

One of my favourite flavours of conversation is listening to reinforcement learning experts talk about their children as reinforcement learning agents. These conversations highlight just how comically far behind humans our machine learning models are.

One of my favourite flavours of conversation is listening to reinforcement learning experts talk about their children as reinforcement learning agents. These conversations highlight just how comically far behind humans our machine learning models are.

Before this past year, when I told people I worked in AI, more often than not I was met with a blank stare and sometimes a question along the lines of: “You mean like robots?”

Before this past year, when I told people I worked in AI, more often than not I was met with a blank stare and sometimes a question along the lines of: “You mean like robots?”
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