AI

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

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

stp2y0 CommentsAI
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
22 May

MediaTek launches powerful Dimensity 9300+ chip

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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
22 May

Using and Finetuning Pretrained Transformers

stp2y0 CommentsAI
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
21 May

Google Taps AI to Show Shoppers How Clothes Fit Different Bodies

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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
21 May

The Shift from Models to Compound AI Systems

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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
21 May

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

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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
20 May

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

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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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20 May

SambaNova Systems Welcomes Lip-Bu Tan as Executive Chairman

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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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Messaging your AI pricing model
20 May

Messaging your AI pricing model

stp2y0 CommentsAI
This article is based on Ismail Madni’s brilliant talk at the Product Marketing Summit in Austin, hosted by our sister community, Product Marketing Alliance. More and more AI capabilities are being added to product roadmaps every single day. Even companies that aren’t using true AI are still incorporating increasingly advanced capabilities into their product. This gives us all a golden opportunity to rethink how we price our offerings and the story behind that pricing – and that’s what I’m excited to talk to you about today.A brief history of software pricing modelsLet's start by taking a quick look at the history…
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