How to Create Powerful AI Representations by Combining Multimodal Information | by Eivind Kjosbakken | Apr, 2024

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Study how one can incorporate multimodal data into your machine-learning system

On this article, I’ll focus on how one can incorporate data from totally different modalities into your machine studying system. These modalities may be data like a picture, textual content, or audio. It might probably additionally, for instance, be a number of pictures of the identical object taken from totally different angles. Including data from totally different modalities provides the machine studying system extra data to work with, which might, in flip, improve the efficiency of the system.

Study how one can mix data from totally different modalities on this article. Picture by ChatGPT. “make a picture of mixing multimodal data inside machine studying” immediate. ChatGPT, 4, OpenAI, 1 Apr. 2024.

My motivation for this text is that I’m at the moment engaged on an issue the place I’ve data from two totally different modalities. The primary modality is the visible data of a doc, and the second modality is the textual content contained inside the doc. Individually, a machine studying system can obtain first rate efficiency utilizing solely the visible knowledge from the doc or the textual knowledge from the textual content within the doc. Nonetheless, in case you are solely utilizing one of many two obtainable modalities, you should give machine studying all the data attainable to realize the most effective efficiency. Due to this fact, you must mix totally different modalities to make sure the most effective…

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