On August 30, 2023, we embarked on a journey that lasted seven months and, to be totally honest with you, is not even remotely close to being done. We attempted to systematize the knowledge about foundation models that are the backbone of generative AI. Sorry for the pathos, but it indeed feels like crossing the waters of an unknown ocean because this whole industry is in constant and very rapid development. Systematizing such fluid material was really tough. And incredibly interesting.

We think we succeeded to an extent, and though the work on systematizing this new knowledge will continue, we want to finalize the FMOps series and give you a recap of it. Actually, it will be two recaps (that's how rich the topic is!).

By the end of today's recap, you'll have a solid understanding of what foundation models are, how to work with them, how to choose them, and what to pay attention to. You'll end up with the key concepts, techniques, and resources needed to navigate the rapidly evolving world of foundation models. And next week, you will receive a visualized foundation models Infrastructure stack with a list of most prominent companies. We hope it will help you to think clearer about the FMOps.

Basics about foundation models and how to make the right choice for your project

Techniques for models’ adaptation:

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