Cookie Consent
Hi, this website uses essential cookies to ensure its proper operation and tracking cookies to understand how you interact with it. The latter will be set only after consent.
Read our Privacy Policy

Multimodal Learning

Multi-modal learning is an educational strategy that involves multiple ways of conveying information to learners. It refers to teaching the learners using different sensory modalities like visual, auditory, and kinesthetic or tactile. In the field of artificial intelligence (AI) and machine learning (ML), multi-modal learning involves the design of models that can process and relate information from multiple types of data such as audio, video, and text.

How Multimodal Learning works

In AI and ML, multi-modal learning models often involve the combination of different types of data. For instance, an AI model might be trained to identify objects in videos by processing both visual data (the images in the video) and auditory data (the accompanying soundtrack). This is usually achieved by designing a model with multiple branches, each responsible for processing a different type of data, and then combining their outputs to make a final decision or prediction.

The process involves training the model on correlational relationships between the multiple modalities. This helps the model to generate a comprehensive representation of the data. For instance, in a multi-modal learning model trained to understand speech from videos, the visual data might provide information about the speaker's lip movements, while the audio data provides the actual sound. Together, they enable the model to better understand and transcribe the speech.

In essence, the fundamental principle behind multi-modal learning is that the more perspectives (or modalities) a model has on an input, the better it can understand, learn, and predict that input.

Lakera LLM Security Playbook
Learn how to protect against the most common LLM vulnerabilities

Download this guide to delve into the most common LLM security risks and ways to mitigate them.

Related terms
untouchable mode.
Get started for free.

Lakera Guard protects your LLM applications from cybersecurity risks with a single line of code. Get started in minutes. Become stronger every day.

Join our Slack Community.

Several people are typing about AI/ML security. 
Come join us and 1000+ others in a chat that’s thoroughly SFW.