Training deep neural networks with hundreds of layers can be a painstaking process, often taking weeks due to the sequential nature of the backpropagation learning method. While this process works on a single computer unit, it is challenging to parallelize across multiple systems, leading to long waiting times.
This issue escalates further when dealing with enormous…
Hugging Face Researchers have unveiled Idefics2, an impressive 8-billion parameter vision-language model. It is designed to enhance the blending of text and image processing within a single framework. Unlike previous models which required the resizing of images to fixed dimensions, the Idefics2 model uses the Native Vision Transformers (NaViT) strategy to process images at their…
Artificial intelligence technology continues to evolve at a rapid pace, with innovative solutions bringing AI from prototype to production. Recognizing the challenges these transitions can present, TrueFoundry has introduced a novel open-source framework — Cognita — leveraging Retriever-Augmented Generation (RAG) technology to provide a more straightforward and scalable pathway to deploying AI applications.
Cognita is designed…
Social media giant, Meta, recently revealed its latest large language model, the Meta Llama 3. This model is not just an upgrade but is a significant breakthrough in the field of Artificial Intelligence (AI). The company has outdone itself by setting a new industry standard for open-source AI models.
The Meta Llama 3 is available in…
Google AI researchers have developed a new Transformer network dubbed TransformerFAM, aimed to enhance performance in handling extremely long context tasks. Despite Transformers proving revolutionary in the domain of deep learning, they have limitations due to their quadratic attention complexity— an aspect that curtails their ability to process infinitely long inputs. Existing Transformers often forget…
The increasing demand for AI-generated content following the development of innovative generative Artificial Intelligence models like ChatGPT, GEMINI, and BARD has amplified the need for high-quality text-to-audio, text-to-image, and text-to-video models. Recently, supervised fine-tuning-based direct preference optimisation (DPO) has become a prevalent alternative to traditional reinforcement learning methods in lining up Large Language Model (LLM)…
Tango 2: The Emerging Frontier in Text-to-Audio Synthesis and Its Outstanding Performance Indicators
As demand for AI-generated content continues to increase, particularly in the multimedia realm, the need for high-quality, quick production models for text-to-audio, text-to-image, and text-to-video conversions has never been greater. An emphasis is placed on enhancing the realistic nature of these models in regard to their input prompts.
A novel approach to adjust Large Language Model…
Meta Research has developed an open-source interactive cutting-edge toolkit called the Large Language Model Transparency Tool (LLM-TT) designed to analyze Transformer-based language models. This ground-breaking tool allows inspection of the key facets of the input-to-output data flow and the contributions of individual attention heads and neurons. It utilizes TransformerLens hooks which make it compatible with…
In our increasingly digital world, processing and understanding online content accurately and efficiently is becoming more crucial, especially for language processing systems. However, data extraction from web pages tends to produce cluttered and complicated data, posing a challenge to developers and users of language learning models looking for streamlined content for improved performance.
Previously, tools have…
The role of the Chief AI Officer (CAIO) is becoming increasingly crucial within the C-suite of organizations as the focus on artificial intelligence (AI) grows in the corporate world. A CAIO curates the AI strategy for the organization, overseeing the integration of AI technologies to boost organizational capabilities in line with business objectives and within…
Amazon Web Services (AWS) has announced a significant update to its Amazon Bedrock service with the integration of the Claude 3 series from Anthropic. This new partnership marks a considerable expansion of the Bedrock service's AI capabilities, which now offers Anthropic's three Claude 3 models, Opus, Sonnet, and Haiku, as a managed service for customers.…