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In this article, we dive into the concepts of machine learning and artificial intelligence model explainability and interpretability. We explore why understanding how models make predictions is crucial, especially as these technologies are used in critical fields like healthcare, finance, and legal systems. Through tools like LIME and SHAP, we demonstrate how to gain insights […] The post ML and AI Model Explainability and Interpretability appeared first on Analytics Vidhya.
I recently completed the latest edition of our Business Planning Buyers Guide, which reviews and assesses the offerings of 14 providers of this software. One of the points that I look at is whether and to what extent the software provider offers out-of-the-box external data useful for forecasting, planning, analysis and evaluation. What I discovered is that the availability of this type of vital information is exceedingly slim.
In many real-world applications, data is not purely textualit may include images, tables, and charts that help reinforce the narrative. A multimodal report generator allows you to incorporate both text and images into a final output, making your reports more dynamic and visually rich. This article outlines how to build such a pipeline using: The […] The post Multimodal Financial Report Generation (from a Slide Deck) using Llamaindex appeared first on Analytics Vidhya.
In a global economy where innovators increasingly win big, too many enterprises are stymied by legacy application systems. As a consequence, these businesses experience increased operational costs and find it difficult to scale or integrate modern technologies. According to research from NTT DATA , 90% of organisations acknowledge that outdated infrastructure severely curtails their capacity to integrate cutting-edge technologies, including GenAI, negatively impacts their business agility, and l
AI adoption is reshaping sales and marketing. But is it delivering real results? We surveyed 1,000+ GTM professionals to find out. The data is clear: AI users report 47% higher productivity and an average of 12 hours saved per week. But leaders say mainstream AI tools still fall short on accuracy and business impact. Download the full report today to see how AI is being used — and where go-to-market professionals think there are gaps and opportunities.
Until now, ChatGPT was the only major chatbot with a dedicated app interface. But hold onthings just got a lot more interesting!DeepSeekhas entered the arena with its own app, powered by the formidableDeepSeek V3 model. Known for outperforming OpenAIs GPT-4o in several benchmarks, DeepSeek V3 is a true powerhouse. Will ChatGPT remain the “go-to app” […] The post DeepSeek Takes on ChatGPT: App Powered by DeepSeek V3 Now Live!
CIOs worried about where the money for new AI initiatives will come from may have some help on the way, with some companies apparently selling off non-core assets to pay for new AI projects. Nine of 10 CIOs surveyed by Gartner late last year expressed concerns that managing AI costs was limiting their ability to get value from AI. But some companies, particularly in the IT sector, now appear to be reevaluating their business models and will consider selling non-core lines of business and product
The battle against global warming has taken a significant step forward with the launch of aninnovative AI Climate Simulator, developed by Andrew Ngand a team of experts. This tool allows users to explore how geoengineering techniques, such asStratospheric Aerosol Injection (SAI), could help address the growing climate crisis. The urgency is clear:global warming is accelerating […] The post 1% Sunlight, 100% Impact: Andrew Ngs AI Climate Simulator appeared first on Analytics Vidhya.
The battle against global warming has taken a significant step forward with the launch of aninnovative AI Climate Simulator, developed by Andrew Ngand a team of experts. This tool allows users to explore how geoengineering techniques, such asStratospheric Aerosol Injection (SAI), could help address the growing climate crisis. The urgency is clear:global warming is accelerating […] The post 1% Sunlight, 100% Impact: Andrew Ngs AI Climate Simulator appeared first on Analytics Vidhya.
This post is co-written by Dr. Leonard Heilig and Meliena Zlotos from EUROGATE. For container terminal operators, data-driven decision-making and efficient data sharing are vital to optimizing operations and boosting supply chain efficiency. Internally, making data accessible and fostering cross-departmental processing through advanced analytics and data science enhances information use and decision-making, leading to better resource allocation, reduced bottlenecks, and improved operational perf
Artificial intelligence is taking over the world, one industry at a time – and software development is no exception. Amidst the fear of job losses due to AI adoption, one question looms large: Do we still need software engineers? With the rise of generative AI (GenAI) models capable of writing code, debugging, and even architecting […] The post Software Engineers – Do We Need Them Anymore?
The term "architecture" is more commonly used in the realm of data engineering and data warehouse project work, but the concept applies to BI and analytic reporting projects of all sizes. Like the architecture of a building, a complete Business Intelligence architecture contains the foundation and structure of your solution. Using the building analogy, a data platform can take on many forms, like a single-story cottage, a sprawling university campus or a towering skyscraper.
Models that integrate visual and linguistic inputs, known as Vision Language Models are a subset of Multimodal AI, which are adept at processing both visual and textual data to produce textual responses. Their proficiency lies in their ability to perform tasks without prior specific training (zero-shot learning), along with strong generalization skills, unlike Large Language […] The post Finetuning Qwen2 7B VLM Using Unsloth for Radiology VQA 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
Rust is a systems programming language that offers high performance and safety. Python programmers will find Rust's syntax familiar but with more control over memory and performance.
In my journey as a data management professional, Ive come to believe that the road to becoming a truly data-centric organization is paved with more than just tools and policies its about creating a culture where data literacy and business literacy thrive.
Did Gemini pop up in your Gmail today? Well, Google just rolled out Gemini features to all Google Workspace usersno extra fees, no fancy subscriptions required. Before this, Gemini was exclusive to those with a Google One AI Premium subscription, but now its here for everyone. Lets break it down so you can start using it like a […] The post 8 Ways to Use Gemini for Gmail appeared first on Analytics Vidhya.
ZoomInfo customers aren’t just selling — they’re winning. Revenue teams using our Go-To-Market Intelligence platform grew pipeline by 32%, increased deal sizes by 40%, and booked 55% more meetings. Download this report to see what 11,000+ customers say about our Go-To-Market Intelligence platform and how it impacts their bottom line. The data speaks for itself!
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Your business users probably have their favorite legacy systems, best-of-breed solutions, and business apps. When your IT and management team introduce a new software application, it can often be seen as a nuisance or, at best, a tool whose day-to-day workflow value is not offset by the task of learning how to navigate the software.
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Reading Time: 3 minutes Most people who are knowledgeable about how software works are familiar with the phrase garbage in, garbage out. This means that the quality and accuracy of the output generated by an application will be only as good as the input.
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.
Savvy B2B marketers know that a great account-based marketing (ABM) strategy leads to higher ROI and sustainable growth. In this guide, we’ll cover: What makes for a successful ABM strategy? What are the key elements and capabilities of ABM that can make a real difference? How is AI changing workflows and driving functionality? This Martech Intelligence Report on Enterprise Account-Based Marketing examines the state of ABM in 2024 and what to consider when implementing ABM software.
With every leap in AI, were stepping into a future where the capabilities of machines surpass what anyone could have imagined just a few years ago. Large Reasoning Models (like, OpenAI-o1 ) are sophisticated systems designed to tackle complex problems by breaking them into smaller, more manageable steps. These models dont just solve problems; they […] The post How Does Search-o1 Improve Logical Flow in AI Reasoning?
Technology innovations have made the digital transformation of public services essential to enhancing safety, efficiency, and accountability. Kazakhstan has taken a monumental step forward in this regard by implementing a continuous video surveillance system across 78 correctional facilities nationwide. This groundbreaking initiative has set a new benchmark for prison management, significantly improving safety conditions and operational transparency.
Exciting news! Weve just launched a game-changing feature: Personalized GenAI Learning Path 2025. This isnt just another roadmap but its YOUR roadmap, crafted specifically for YOUR goals, timeline, and learning style. Let’s get started? Click Create Now below to explore this feature yourself, or read on to learn more about this exciting feature!
GAP's AI-Driven QA Accelerators revolutionize software testing by automating repetitive tasks and enhancing test coverage. From generating test cases and Cypress code to AI-powered code reviews and detailed defect reports, our platform streamlines QA processes, saving time and resources. Accelerate API testing with Pytest-based cases and boost accuracy while reducing human error.
Con i dati ormai al centro di ogni aspetto del business, il Chief Data Officer [in inglese] diventato un dirigente altamente strategico che, oggi, si concentra nellaiutare lazienda a sfruttare le informazioni come risorsa imprescindibile per ottenere risultati. Ci include lo sviluppo di una cultura data-driven [in inglese] in cui i dati e le analisi sono integrati in tutte le funzioni, e tutti i dipendenti ne comprendono il valore, e sanno come utilizzarli e come proteggerli.
Chinese AI labs are making steady progress in the AI race. Models like DeepSeek-V3 and Qwen 2.5 are giving tough competition to GPT-4o, Claude, and Grok. How are these Chinese models better? They stand out for their cost efficiency, openness, and high performance. Many are open-source and available under commercially permissive licenses, making them accessible […] The post 4M Tokens?
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OpenAI is here with yet another exciting update – Scheduled Tasks in ChatGPT. This new feature is designed to help you automate your daily workflows, set reminders, and stay organized. Whether youre a professional juggling multiple responsibilities, a student managing deadlines, or someone who simply wants to streamline their routine, scheduled tasks is here to […] The post ChatGPT Just Got Smarter: Now You Can Schedule Tasks appeared first on Analytics Vidhya.
Over the last two years, there’s been a 76 percent increase in AI adoption across sales organizations. The reason for its rise? AI increases teams’ productivity by predicting and automating actions that require manual effort. In other words, the research that takes reps hours, AI can do in seconds. For sales teams, AI opens up a world of new possibilities, including automating outreach, identifying best-fit buyers, and keeping CRMs flush with fresh data.
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