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TL;DR : Text Prompt -> LLM -> Intermediate Representation (such as an image layout) -> Stable Diffusion -> Image. Recent advancements in text-to-image generation with diffusion models have yielded remarkable results synthesizing highly realistic and diverse images. However, despite their impressive capabilities, diffusion models, such as Stable Diffusion , often struggle to accurately follow the prompts when spatial or common sense reasoning is required.
Introduction Not a single day passes without us getting to hear the word “data.” It is almost as if our lives revolve around it. Don’t they? With something so profound in daily life, there should be an entire domain handling and utilizing it. This is precisely what happens in data analytics. People equipped with the […] The post 10 Best Data Analytics Projects appeared first on Analytics Vidhya.
IBM Consulting has established a Center of Excellence for generative AI. It stands alongside IBM Consulting’s existing global AI and Automation practice, which includes 21,000 data and AI consultants who have conducted over 40,000 enterprise client engagements. The Center of Excellence (CoE) already has more than 1,000 consultants with specialized generative AI expertise that are engaging with a global set of clients to drive productivity in IT operations and core business processes like H
Advancements in machine learning and speech recognition technology have made information more accessible to people, particularly those who rely on voice to access information. However, the lack of labelled data for numerous languages poses a significant challenge in developing high-quality machine-learning models. In response to this problem, the Meta-led Massively Multilingual Speech (MMS) project has made remarkable strides in expanding language coverage and improving the performance of speech
Start building the AI workforce of the future with our comprehensive guide to creating an AI-first contact center. Learn how Conversational and Generative AI can transform traditional operations into scalable, efficient, and customer-centric experiences. What is AI-First? Transition from outdated, human-first strategies to an AI-driven approach that enhances customer engagement and operational efficiency.
Introduction In our daily lives, we make a lot of decisions based on a number of criteria. Some of these decisions are relatively unimportant, like deciding what to eat or wear. But some have a great impact, like the ones related to our career or professional work. When faced with a difficult decision, how do […] The post Multi-Criteria Decision-Making Using AHP in Python appeared first on Analytics Vidhya.
Introduction In our daily lives, we make a lot of decisions based on a number of criteria. Some of these decisions are relatively unimportant, like deciding what to eat or wear. But some have a great impact, like the ones related to our career or professional work. When faced with a difficult decision, how do […] The post Multi-Criteria Decision-Making Using AHP in Python appeared first on Analytics Vidhya.
As more enterprises move to hybrid cloud environments, hybrid cloud security has become imperative to business growth. According to a 2021 study by the IBM Institute for Business Value (IBV), 80% of executives expected their organizations to operate more than 10 distinct clouds by 2023, up from eight in 2020. “The scale of most enterprise hybrid cloud deployments is so vast and penetrates so deeply that the need for an all-in security culture is absolute,” says Shue-Jane Thompson, ma
In an interview at AI & Big Data Expo with Steve Frederickson, Chief Product Officer at Lucy.ai , we gained valuable insights into how AI is powering a next-gen “answer engine” for enterprises. Lucy is designed to unlock and harness the vast knowledge residing within a company’s data repositories, regardless of format or source. From SharePoint and Google Drive to Dropbox and third-party tools, Lucy can seamlessly search and connect with all types of content, facilitating efficient kno
Hey job seekers! Want to get noticed? Share your work with potential employers. Especially if you’re in software development or data science. A portfolio of your projects, blog posts, and open-source contributions can set you apart from other candidates. You can demonstrate your skills by creating smaller projects from start to finish. With advanced large […] The post 10 Exciting Projects on Large Language Models(LLM) appeared first on Analytics Vidhya.
Today’s buyers expect more than generic outreach–they want relevant, personalized interactions that address their specific needs. For sales teams managing hundreds or thousands of prospects, however, delivering this level of personalization without automation is nearly impossible. The key is integrating AI in a way that enhances customer engagement rather than making it feel robotic.
In an era of evolving consumer preferences and economic uncertainties, the beverage industry stands as a vibrant reflection of changing trends and shifting priorities. Despite the challenges posed by inflation and the cost-of-living crisis, a dichotomy has emerged in consumer behavior, where individuals untouched by the crisis continue to indulge in their favorite beverages, while those directly affected pivot towards more affordable luxuries, such as a bottle of something special.
Source: Midjourney Research in artificial intelligence is increasing at an exponential rate. It’s difficult for AI experts to keep up with everything new being published, and even harder for beginners to know where to start. So, in this post, we’re … The post AI Canon appeared first on Andreessen Horowitz.
I’m writing a book on NLG ( blog ), and for the past few weeks I’ve been working on the evaluation section. This has encouraged me to take a ‘big picture’ perspective, and one possibility I see for the future is that evaluations based on LLMs such as PALM and GPT will replace current metrics (BLEU, BLEURT, etc) and also lower-quality human evaluations (eg, most studies which ask Turkers for Likert ratings).
Introduction If you are reading this blog, you might have been familiar with what Git is and how it has been an integral part of software development. Similarly, Data Version Control (DVC) is an open-source, Git-based version management for Machine Learning development that instills best practices across the teams. A system called data version control manages and […] The post Getting Started with Data Version Control (DVC) appeared first on Analytics Vidhya.
Speaker: Ben Epstein, Stealth Founder & CTO | Tony Karrer, Founder & CTO, Aggregage
When tasked with building a fundamentally new product line with deeper insights than previously achievable for a high-value client, Ben Epstein and his team faced a significant challenge: how to harness LLMs to produce consistent, high-accuracy outputs at scale. In this new session, Ben will share how he and his team engineered a system (based on proven software engineering approaches) that employs reproducible test variations (via temperature 0 and fixed seeds), and enables non-LLM evaluation m
IBM Cloud Code Engine is a fully managed, serverless platform that runs your containerized workloads, including web apps, microservices, event-driven functions or batch jobs. Code Engine even builds container images for you from your source code. All these workloads can seamlessly work together because they are all hosted within the same Kubernetes infrastructure.
Welcome back to On Tech: A.I., a pop-up newsletter that teaches you about artificial intelligence, how it works and how to use it. A few months ago, my colleagues Cade Metz and Kevin Roose explained the inner workings of A.I.
AI researchers already use a range of evaluation benchmarks to identify unwanted behaviours in AI systems, such as AI systems making misleading statements, biased decisions, or repeating copyrighted content. Now, as the AI community builds and deploys increasingly powerful AI, we must expand the evaluation portfolio to include the possibility of extreme risks from general-purpose AI models that have strong skills in manipulation, deception, cyber-offense, or other dangerous capabilities.
Do you ever wonder what sets successful businesses apart from the rest? The answer lies in the power of data-driven decision making! According to a PwC’s survey, highly data-driven organizations are 3X more likely to report significant improvements in decision-making compared to those who rely less on data. Imagine the impact that data-driven insights can have […] The post How Data-Driven Decision-Making Can Revolutionize Your Business?
The DHS compliance audit clock is ticking on Zero Trust. Government agencies can no longer ignore or delay their Zero Trust initiatives. During this virtual panel discussion—featuring Kelly Fuller Gordon, Founder and CEO of RisX, Chris Wild, Zero Trust subject matter expert at Zermount, Inc., and Principal of Cybersecurity Practice at Eliassen Group, Trey Gannon—you’ll gain a detailed understanding of the Federal Zero Trust mandate, its requirements, milestones, and deadlines.
Site-to-site Virtual Private Network (VPN) has been used to connect distributed networks for decades. This post describes how to use a VPC VPN Gateway to connect an on-premises (enterprise) network to the IBM Cloud VPC in a transit hub-and-spoke architecture: VPN Gateway connectivity to a VPC transit hub and spoke. Each spoke can be operated by a different business unit or team.
Large language models have become popular recently. ChatGPT is fashionable. Trying out ChatGPT to understand what LLMs are about is easy, but sometimes, you may want an offline alternative that can run on your computer. In this post, you will learn about GPT4All as an LLM that you can install on your computer. In particular, […] The post Get a Taste of LLMs from GPT4All appeared first on MachineLearningMastery.com.
In a world first, researchers at Washington State University (WSU) have designed a robotic bee, named Bee++, capable of stable flight in all directions, including the intricate twisting motion known as yaw. This fascinating breakthrough in the field of robotics, enabled by a confluence of innovative design and complex control algorithms, has a multitude of potential applications ranging from artificial pollination to environmental monitoring and search and rescue efforts.
In a significant development, Meta has unveiled its first custom-designed computer chip, explicitly tailored for processing artificial intelligence programs. The chip is the Meta Training and Inference Accelerator (MTIA). It consists of a mesh of blocks of circuits that operate in parallel. Additionally, it runs using software that optimizes programs using Meta’s PyTorch open-source developer […] The post Meta Reveals AI Chips to Revolutionize Computing appeared first on Analytics Vi
The guide for revolutionizing the customer experience and operational efficiency This eBook serves as your comprehensive guide to: AI Agents for your Business: Discover how AI Agents can handle high-volume, low-complexity tasks, reducing the workload on human agents while providing 24/7 multilingual support. Enhanced Customer Interaction: Learn how the combination of Conversational AI and Generative AI enables AI Agents to offer natural, contextually relevant interactions to improve customer exp
IBM is pleased to announce the availability of WebSphere Liberty InstantOn coming at the end of June 2023. With this new offering, you can start cloud-native Java applications up to 10x faster. IBM WebSphere Liberty is a next-generation application runtime that accelerates the delivery of cloud-native applications. Whether you’re running microservices in a serverless environment or a traditional always-on application, Liberty requires less infrastructure, saving costs by up to 40% , and pr
The nature of cyberattacks is changing fast. Generative AI, cloud complexity and geopolitical tensions are among the latest weapons and facilitators in attackers’ arsenals.
Generative AI — in the form of large language model (LLM) applications like ChatGPT, image generators such as Stable Diffusion and Adobe Firefly, and game rendering techniques like NVIDIA DLSS 3 Frame Generation — is rapidly ushering in a new era of computing for productivity, content creation, gaming and more. At the Microsoft Build developer conference, NVIDIA and Microsoft today showcased a suite of advancements in Windows 11 PCs and workstations with NVIDIA RTX GPUs to meet the demands of ge
Introduction Join us in this interview as Sumeet shares his background, journey as a former Data Scientist to a software engineer, and learn the captivating aspects of his current job. He provides insights into the future of data science and software engineering and offers valuable advice for career transitioners. Let’s dive into our conversation with […] The post Conversation with Sumeet, Software Engineer at Natwest Group appeared first on Analytics Vidhya.
Speaker: Alexa Acosta, Director of Growth Marketing & B2B Marketing Leader
Marketing is evolving at breakneck speed—new tools, AI-driven automation, and changing buyer behaviors are rewriting the playbook. With so many trends competing for attention, how do you cut through the noise and focus on what truly moves the needle? In this webinar, industry expert Alexa Acosta will break down the most impactful marketing trends shaping the industry today and how to turn them into real, revenue-generating strategies.
Cloud is transforming the way life sciences organizations are doing business. Cloud computing offers the potential to redefine and personalize customer relationships, transform and optimize operations, improve governance and transparency, and expand business agility and capability. Leading life science companies are leveraging cloud for innovation around operational, revenue and business models.
In the literature on language models, you will often encounter the terms “zero-shot prompting” and “few-shot prompting.” It is important to understand how a large language model generates an output. In this post, you will learn: What is zero-shot and few-shot prompting? How to experiment with them in GPT4All Let’s get started.
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