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Multimodality: A New Frontier in Cognitive AI

Towards Data Science

An exciting frontier in Cognitive AI involves building systems that can integrate multiple modalities and synthesize the meaning of language, images, video, audio and structured knowledge sources…

What is MultiModal in AI?

Becoming Human: Artificial Intelligence Magazine

pixabay.com The multimodal model is an important concept in the field of artificial intelligence that refers to the integration of multiple modes of information or sensory data to facilitate human-lik...

Getting Started with Multimodal AI, One-Hot Encoding, and Other Beginner-Friendly Guides

Towards Data Science

Getting Started with Multimodal AI, CPUs and GPUs, One-Hot Encoding, and Other Beginner-Friendly Guides Feeling inspired to write your first TDS post? We’re always open to contributions from new auth...

Getting Started with Multimodality

Towards Data Science

Member-only story Getting Started with Multimodality Understanding vision capabilities of Large Multimodal Models Valentina Alto · Follow Published in Towards Data Science · 9 min read · 18 hours ago ...

AI Telephone — A Battle of Multimodal Models

Towards Data Science

AI Telephone — A Battle of Multimodal Models DALL-E2, Stable Diffusion, BLIP, and more! Artistic rendering of a game of AI Telephone. Image generated by the author using DALL-E2. Generative AI is on ...

Introduction to Google’s Most Powerful Multimodal Model Gemini, From a Technical Perspective

Towards AI

This article provides a brief introduction to this excellent multimodal model based on the valuable parts in the technical report. Continue reading on Towards AI

From Unimodals to Multimodality: DIY Techniques for Building Foundational Models

Towards Data Science

A comprehensive tutorial: Using advanced techniques like prompt adaptation and adapters to transform open-source unimodal models into multimodal ones, including all variants of LLaMA-Adapters, LLaVa,...

Let’s Create an Agentic Multimodal Chatbot from Scratch.

Towards AI

A model to generate images, understand images, generate audio, generate and understand text. image by author One day I saw an article titled “Building GPT2o”, I wanted to do the same thing but after ...

Building Multimodal RAG Application #2: Multimodal Embeddings

Towards AI

In the second article of the Building Multimodal RAG Application series, we explore the process of building a multimodal… Continue reading on Towards AI

Multimodal Deep Learning

Towards Data Science

Being highly enthusiastic about research in deep learning I was always searching for unexplored areas in the field (Though it is tough to find one). I had previously worked on Maths word problem…

Multimodal Embeddings: An Introduction

Towards Data Science

Mapping text and images into a common space This is the 2nd article in a larger series on multimodal AI. In the previous post, we saw how to augment large language models (LLMs) to understand new dat...

How to Create Powerful AI Representations by Combining Multimodal Information

Towards Data Science

Motivation My motivation for this article is that I am currently working on a problem where I have information from two different modalities. The first modality is the visual information of a document...