Assessing the choices for GenAI info integration together with concerns in your particular firm
17 hours in the past
Whereas GenAI is tremendous cool, there’s little doubt that the businesses getting probably the most worth out of GenAI have discovered a way to combine their very own info with the AI mannequin. What I don’t essentially see, nevertheless, is a transparent method to consider how an organization ought to strategy its GenAI technique. You would possibly learn issues on-line about how Bloomberg discovered nice worth constructing its personal massive language mannequin (LLM) from scratch, otherwise you would possibly come throughout because the quite a few social media posts about how nice retrieval augmented technology (RAG) is. To be clear, every of those ways is superb in its personal proper, however as you’ll be able to think about, there isn’t a one-size-fits-all strategy.
That stated, this weblog submit isn’t going to offer you a definitive reply in your firm’s state of affairs. Moderately, what our purpose can be is to give you a framework for the way to consider integrating GenAI together with your firm’s info. This submit is structured into two excessive degree sections. Within the first part, we’ll give a basic excessive degree understanding of what every of the three distinct choices there are, stopping in need of the nitty gritty technical particulars. Within the second part, I’ll present various particular concerns to consider when deciding on one of many choices outlined within the first part.
With out additional ado, let’s get into it!
At a excessive degree, there are three distinct methods you can leverage your personal firm’s information. These embody…
- Constructing your personal mannequin from scratch
- Wonderful tuning
- Retrieval augmented technology (RAG)
Within the following subsections, we’ll go into extra particulars about what every of those are together with just a few technical nuances for every.
Constructing your personal mannequin from scratch
Identical to it sounds, that is the state of affairs the place you construct your personal GenAI mannequin from the bottom up. These are…
