AI

Ghostbuster: Detecting Text Ghostwritten by Large Language Models

Ghostbuster: Detecting Text Ghostwritten by Large Language Models

The structure of Ghostbuster, our new state-of-the-art method for detecting AI-generated text. Large language models like ChatGPT write impressively well—so well, in fact, that they’ve become a problem. Students have begun using these models to ghostwrite assignments, leading some schools to ban ChatGPT. In addition, these models are also prone to producing text with factual errors, so wary readers may want to know if generative AI tools have been used to ghostwrite news articles or other sources before trusting them. What can teachers and consumers do? Existing tools to detect AI-generated text sometimes do poorly on data that differs from…
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Create a multimodal assistant with advanced RAG and Amazon Bedrock | Amazon Web Services

Create a multimodal assistant with advanced RAG and Amazon Bedrock | Amazon Web Services

Retrieval Augmented Generation (RAG) models have emerged as a promising approach to enhance the capabilities of language models by incorporating external knowledge from large text corpora. However, despite their impressive performance in various natural language processing tasks, RAG models still face several limitations that need to be addressed. Naive RAG models face limitations such as missing content, reasoning mismatch, and challenges in handling multimodal data. Although they can retrieve relevant information, they may struggle to generate complete and coherent responses when required information is absent, leading to incomplete or inaccurate outputs. Additionally, even with relevant information retrieved, the models may…
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MediaTek launches powerful Dimensity 9300+ chip

MediaTek launches powerful Dimensity 9300+ chip

MediaTek has unveiled the Dimensity 9300+, its newest addition to the Dimensity series of mobile chips.The Dimensity 9300+ features enhanced clock speeds and is engineered to boost the processing of on-device generative AI. It supports a wide range of large language models (LLMs) and provides several other performance improvements compared to its predecessor, the Dimensity 9300.JC Hsu, MediaTek's Corporate Senior Vice President, emphasized, "The Dimensity 9300+ will enhance our ability to foster a vibrant generative AI application ecosystem through extensive LLM support and on-device LoRA Fusion capabilities. It delivers remarkable enhancements and speeds for LLM inference, processing tokens much more…
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Using and Finetuning Pretrained Transformers

Using and Finetuning Pretrained Transformers

This week has been filled with developments, including exciting new AI research that I’ll be discussing in my usual end-of-month write-ups.Additionally, I am excited to announce the release of my new book, Machine Learning Q and AI, published by No Starch Press.If you’ve been searching for a resource following an introductory machine learning course, this might be the one. I’m covering 30 concepts that were slightly out of scope for the previous books and courses I’ve taught, and I’ve compiled them here in a concise question-and-answer format (including exercises).I believe it will also serve as a useful companion for preparing…
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Google Taps AI to Show Shoppers How Clothes Fit Different Bodies

Google Taps AI to Show Shoppers How Clothes Fit Different Bodies

One of the new ad formats Google announced today will allow brands to link short-form videos they made—or ones they hired creators to film—to their advertisements in Google’s search engine. AI-generated text summaries of the clips will be included below. “I’ve got three Gen Z-ers at home, and watching them shop, it’s very video-based,” said Madrigal.Google also launched a tool that allows companies to create entirely new, AI-generated product images based on photos from earlier marketing campaigns and pictures that represent their brand identity. For example, a home goods brand could upload a picture of one of its candles and…
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The Shift from Models to Compound AI Systems

The Shift from Models to Compound AI Systems

AI caught everyone’s attention in 2023 with Large Language Models (LLMs) that can be instructed to perform general tasks, such as translation or coding, just by prompting. This naturally led to an intense focus on models as the primary ingredient in AI application development, with everyone wondering what capabilities new LLMs will bring. As more developers begin to build using LLMs, however, we believe that this focus is rapidly changing: state-of-the-art AI results are increasingly obtained by compound systems with multiple components, not just monolithic models. For example, Google’s AlphaCode 2 set state-of-the-art results in programming through a carefully engineered…
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How LotteON built a personalized recommendation system using Amazon SageMaker and MLOps | Amazon Web Services

How LotteON built a personalized recommendation system using Amazon SageMaker and MLOps | Amazon Web Services

This post is co-written with HyeKyung Yang, Jieun Lim, and SeungBum Shim from LotteON. LotteON aims to be a platform that not only sells products, but also provides a personalized recommendation experience tailored to your preferred lifestyle. LotteON operates various specialty stores, including fashion, beauty, luxury, and kids, and strives to provide a personalized shopping experience across all aspects of customers’ lifestyles. To enhance the shopping experience of LotteON’s customers, the recommendation service development team is continuously improving the recommendation service to provide customers with the products they are looking for or may be interested in at the right time.…
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Meta’s answer to GPT-4o? Meet Chameleon

Meta’s answer to GPT-4o? Meet Chameleon

In the wake of OpenAI's recent announcement of GPT-4o, a new model that processes and generates text, audio, and images in real-time, it's clear that the race for multimodal AI is heating up. Not to be outdone, researchers at Meta AI (FAIR) have just released a fascinating new paper introducing Chameleon, a family of early-fusion foundation models that also seamlessly blend language and vision. In this post, we'll do a deep dive into the Chameleon paper, exploring how it pushes the boundaries of multimodal AI in different but equally exciting ways compared to GPT-4o. We’ll also speculate a bit on…
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SambaNova Systems Welcomes Lip-Bu Tan as Executive Chairman

SambaNova Systems, makers of the fastest models and most efficient chips, embedded within a full-stack AI platform, announces the appointment of Lip-Bu Tan, a semiconductor visionary, as its new Executive Chairman. This announcement comes as SambaNova experiences rocketship growth amidst surging interest in generative AI. “It will be an honor to guide SambaNova as Executive Chairman,” said Lip-Bu Tan. “The potential of this company is immense — SambaNova has differentiated itself by providing a privatized, full-stack AI platform that enterprises can own; the fastest, open models, most efficient chips, software and services. SambaNova is committed to ensuring customers can own…
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