You may have been hearing the term RAG lately and wondering, why does this keep coming up, why does it matter to me? And why the unflattering acronym? Here's why it matters and 5 ways to use it. As the world enters the AI age, accessing accurate and relevant information quickly is crucial for staying ahead. Retrieval-Augmented Generation (RAG) enhances AI models by fetching precise facts from external sources, filling in knowledge gaps and providing up-to-date, context-rich answers. 🔍 Imagine a Newsroom: Journalists rely on researchers to gather accurate facts and data. Similarly, large language models (LLMs) need an assistant to retrieve precise information. This assistant is RAG. 🚀 5 Specific Ways RAG Can Help Your Business: 1) Content Creation: Generate detailed, well-researched articles quickly. 2) Market Analysis: Provide real-time insights from diverse data sources. 3) Knowledge Management: Develop dynamic, searchable knowledge bases. 4) Training Programs: Create up-to-date, relevant training materials. 5) Project Management: Offer precise data to keep projects on track. Yeah, but how? You could turn things like your business's technical manuals, videos, or logs into knowledge bases that enhance LLMs. These sources can support customer service, employee training, and boost developer productivity because your LLM now has an assistant that is an expert in your business. If you have a question, use case, or story about RAG, comment below! #Whyofai #AI #innovation #business #efficiency #businessgrowth
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Author of Crowdstorm Fusion idea, Prompt engineering, GPTs training, Ideation, Futurism, Sculpting, Art & Content, 3D printing, NFT, Design and Model making.
Here some chains of prompts to use and Prompt Doctor to help : https://lnkd.in/ekxgY9Ad #prompts #AI #stepbystep #promptengineering To optimize the performance of GPTs, the strategies can be grouped based on the nature of tasks or problems they best address. Here are effective combinations of prompts and analysis of when to use them: 1. Complex Problem-Solving - Problem Decomposition - Systems Thinking - Hierarchical Processing - Recursive Thinking When to Use : Use this combination for tackling complex, multi-faceted problems. Break down the problem, understand systemic interactions, prioritize components, and apply recursive methods to solve each part. 2. Creative and Innovative Thinking - Lateral Thinking - Conceptual Blending - Analogical Reasoning - Creative Synthesis When to Use : Optimal for tasks requiring novel solutions or creative ideas. It's suitable when you're looking to innovate or when traditional problem-solving methods don't apply. 3. Decision Making and Strategy - Critical Thinking - Strategic Planning - Probabilistic Thinking - Ethical Reasoning When to Use : Apply these strategies when making significant decisions or long-term plans, especially when these involve uncertainty, ethical considerations, and the need for sound judgment. 4. Learning and Understanding - Metacognitive Awareness - Reflective Thinking - Inductive Reasoning - Pattern Recognition When to Use : These are particularly useful for tasks involving learning new information, reflecting on past experiences, identifying patterns, and making generalizations. 5. Social and Emotional Interactions - Empathetic Reasoning - Narrative Thinking - Counterfactual Thinking When to Use : Use these strategies when the task involves understanding human emotions, storytelling, or considering alternative social scenarios and outcomes. 6. Complex Analysis and Research - Deductive Reasoning - Abductive Reasoning - Causal Analysis - Interdisciplinary Integration When to Use : Ideal for research or analytical tasks requiring a thorough understanding of causal relationships, integrating different fields, or deducing conclusions from given information. 7. Practical and Quick Problem-Solving - Heuristic Methods - Syllogistic Reasoning When to Use : These methods are best for quick decision-making or problem-solving where speed is crucial, and perfect solutions are less critical than timely ones. By combining these strategies effectively and applying them contextually, GPTs can significantly improve their performance across a wide array of tasks, from complex problem-solving and decision-making to learning, creativity, and social interactions.
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I write about the human advantage in AI- driven world| Product management @ Kellogg Executive Education | Content Creator|ex -Unilever | FMS|
From being just a 'Google Search' away to now a 'Chat GPT' away, our lives have transformed dramatically. There's no doubt that AI has made our lives easier. However, in our quest for efficiency and productivity, we've become so dependent on these tools that we've started losing our ability to think independently. We have paid a huge penalty for that by losing our grip on our abilities to think creatively and communicate well. According to the World Economic Forum, communication skills, and creative thinking are key skills for the future. Ironically, the same report highlights a significant gap between the demand and supply of these essential skills. Here's a simple habit that can enhance your creative and problem-solving skills while rekindling your thinking abilities. 🖊 Reading and Writing. ✅ Effective Communication: Whether crafting emails, reports, or presentations, expressing your ideas effectively will set you apart. Strong writing skills ensure your message lands with impact. ✅ Critical Thinking & Information Literacy: AI can analyze data, but you need to interpret it and draw insightful conclusions. Skilled reading allows you to filter information overload, identify key takeaways, and think critically about the data AI presents. ✅ Lifelong Learning & Adaptability: The future of work is a continuous learning journey. Absorbing complex concepts and staying up-to-date with industry trends require strong reading comprehension. Become a master learner with the power of reading efficiently. From compelling storytelling to persuasive writing, AI can just direct you but it's your unique creativity and experience that adds the human touch and creates a difference. I started investing in reading and writing for a year now and can drastically see the difference. Be the writer of your story! Don’t outsource it to AI.
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GPTs and LLMs will soon create vanilla cognitive thought - I anticipate a rubber band effect when people realize that they are a short-term advantage once everyone starts using them. i anticipate Models as a Service will create islands of competitive differentiation, followed by intense market capture and defense: 🔽 People using GPT-4 came up with better individual answers, but collectively their ideas were 41% less diverse. Dozens of people asking GPT-4 the same thing yields vanilla. 🔽 It's not good at complex problem solving, but can convince you it is! People using GPT-4 performed 23% worse on a proposal to a complex business problem.
I didn't need #GenAI back in my days as an Associate. Or maybe I did... “People seem to mistrust the technology in areas where it can contribute massive value, and to trust it too much in areas where the technology isn’t competent.” That's a good summary of results of an academic study of the impact of GPT-4 on the work of 750 Boston Consulting Group (BCG) Associates. Highlights: 🔼 People using GPT-4 for basic tasks (writing, analytics, idea generation) finished 12% more tasks in time allowed, completed tasks 25% more quickly, and produced 40% higher quality results. 🔼 The boost was higher for those on the bottom half of skills (43%) but it was also a boost for those on the top half (17%). Some sizable watch-outs: 🔽 People using GPT-4 came up with better individual answers, but collectively their ideas were 41% less diverse. Dozens of people asking GPT-4 the same thing yields vanilla. 🔽 It's not good at complex problem solving, but can convince you it is! People using GPT-4 performed 23% worse on a proposal to a complex business problem. 👉🏽 The latter can be mitigated somewhat by training, but even those who were trained on prompt engineering and about hallucinations performed 17% worse! Figuring out where we are (almost daily) on what Ethan Mollick and company call the #GenAI "Jagged Frontier" is going to be critical to making good use of it as individuals and organizations. For more, check out these excellent write-ups by Ethan: https://lnkd.in/gCaVa7ke? and Boston Consulting Group (BCG): https://lnkd.in/gNXcn9Vy? Great work by Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz- Assaf, Katherine Kellogg, Karim Lakhani and the Henderson Institute team François Candelon, Lisa Krayer, Saran Rajendran, and David Zuluaga Martínez #productivity #technology #changemanagement #AI
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Educator, linguist, marketer, proofreader, mentor, assessor, lifelong learner, supporting sustainability, lover of fun.
Want to learn how you can future-proof yourself and transform your business with skills in Artificial Intelligence (AI)? 🤖🚀 A great new course from my employer The Skills Network Spread across 14 weeks, the new Artificial Intelligence for Business Development Skills Bootcamp will provide all the expertise needed to enhance business processes, strategies, performance, and more. Find out more 👉 https://bit.ly/3T1SAxW Are you an employer interested in upskilling your staff? 👉 https://bit.ly/49gpNeB *This Skills Bootcamp is only suitable for self-employed or employed individuals with co-funding support from their employer. #SkillsBootcamps hashtag #AI hashtag #Business hashtag #ArtificialIntelligence
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If you're someone who reads a blog then you understand the struggle of seeing a blog like BLOCK of TEXT. It's like reading an exam. Who would read it without visualizing, right? It's a total turn off and people will just mindlessly scroll at the bottom to read the conclusion. As from a blog post, it's very much visually appealing if you included an image to your blog. Blogs are made for visual learners too, so if you want more readers Make sure to add an image to get higher chance of CTR intead of a bounce. Think of it like showing a glimpse of what your blog is all about, and remember that first impression last. Share this to your friend and follow for more AI for business tips!
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Data Analyst | Data Engineer | AI | GenAI | Mentor | Content Creator 👩🏻💻 | Google WTM Ambassador | Python | Tableau | Snowflake | Power BI | Business Intelligence
𝗔𝗜 𝗕𝗮𝘀𝗶𝗰𝘀 𝗶𝗻 𝗮 𝗡𝘂𝘁𝘀𝗵𝗲𝗹𝗹: 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹 𝗧𝗲𝗿𝗺𝘀 𝗠𝗮𝗱𝗲 𝗘𝗮𝘀𝘆 🤖 As AI shapes our future, getting to know its basic terms becomes important for everyone. Here's an easy-to-understand guide: ✅ 𝗔𝗜 (𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲): Machines designed to think and act like humans. 📚 𝗠𝗟 (𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴): Systems that learn from data to automatically improve. 🧠 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: A form of powerful ML using complex, brain-inspired networks. 🔗 𝗡𝗲𝘂𝗿𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸: An interconnected network of artificial neurons that processes information. 🏷️ 𝗦𝘂𝗽𝗲𝗿𝘃𝗶𝘀𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Training with labeled data (inputs & desired outputs). 🔍 𝗨𝗻𝘀𝘂𝗽𝗲𝗿𝘃𝗶𝘀𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Finding patterns in unlabeled data. 🎮 𝗥𝗲𝗶𝗻𝗳𝗼𝗿𝗰𝗲𝗺𝗲𝗻𝘁 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Learning through trial & error with rewards & penalties. 💬 𝗡𝗟𝗣 (𝗡𝗮𝘁𝘂𝗿𝗮𝗹 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴): Machines that understand and process human language. 👁️ 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻: Machines that see and interpret visual information. 📝 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺: Instructions for computers to solve problems. ⚖️ 𝗕𝗶𝗮𝘀: Unfair prejudice in data or algorithms. 🤔 𝗘𝘁𝗵𝗶𝗰𝘀 𝗶𝗻 𝗔𝗜: Considering the moral implications of AI development. 🤖 𝗚𝗔𝗡𝘀 (𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗱𝘃𝗲𝗿𝘀𝗮𝗿𝗶𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀): Two competing networks that train each other to generate realistic data. 🌐 𝗚𝗲𝗻𝗔𝗜 (𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜): Technology for creating content similar to human-made work. 💡 𝗔𝗜 𝗠𝗼𝗱𝗲𝗹: Trained computer program to make predictions or decisions. ⛏️ 𝗗𝗮𝘁𝗮 𝗠𝗶𝗻𝗶𝗻𝗴: Uncovering knowledge and insights from large datasets. 👉 Follow Gina Acosta Gutiérrez 👩🏻💻 for more resources! ➡ Get the latest AI news, tools, tutorials and guides on using popular AI tools for FREE here: https://lnkd.in/ewfrvcy5 #business #innovation #ai #artificialintelligence #developer #productivity #marketing #dataanalysis #analytics #technology #tech #learning
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Some essentials AI term that need to be remember Thanks to Gina Acosta Gutiérrez for sharing this #AI #continiouslearning
Data Analyst | Data Engineer | AI | GenAI | Mentor | Content Creator 👩🏻💻 | Google WTM Ambassador | Python | Tableau | Snowflake | Power BI | Business Intelligence
𝗔𝗜 𝗕𝗮𝘀𝗶𝗰𝘀 𝗶𝗻 𝗮 𝗡𝘂𝘁𝘀𝗵𝗲𝗹𝗹: 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹 𝗧𝗲𝗿𝗺𝘀 𝗠𝗮𝗱𝗲 𝗘𝗮𝘀𝘆 🤖 As AI shapes our future, getting to know its basic terms becomes important for everyone. Here's an easy-to-understand guide: ✅ 𝗔𝗜 (𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲): Machines designed to think and act like humans. 📚 𝗠𝗟 (𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴): Systems that learn from data to automatically improve. 🧠 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: A form of powerful ML using complex, brain-inspired networks. 🔗 𝗡𝗲𝘂𝗿𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸: An interconnected network of artificial neurons that processes information. 🏷️ 𝗦𝘂𝗽𝗲𝗿𝘃𝗶𝘀𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Training with labeled data (inputs & desired outputs). 🔍 𝗨𝗻𝘀𝘂𝗽𝗲𝗿𝘃𝗶𝘀𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Finding patterns in unlabeled data. 🎮 𝗥𝗲𝗶𝗻𝗳𝗼𝗿𝗰𝗲𝗺𝗲𝗻𝘁 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: Learning through trial & error with rewards & penalties. 💬 𝗡𝗟𝗣 (𝗡𝗮𝘁𝘂𝗿𝗮𝗹 𝗟𝗮𝗻𝗴𝘂𝗮𝗴𝗲 𝗣𝗿𝗼𝗰𝗲𝘀𝘀𝗶𝗻𝗴): Machines that understand and process human language. 👁️ 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻: Machines that see and interpret visual information. 📝 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺: Instructions for computers to solve problems. ⚖️ 𝗕𝗶𝗮𝘀: Unfair prejudice in data or algorithms. 🤔 𝗘𝘁𝗵𝗶𝗰𝘀 𝗶𝗻 𝗔𝗜: Considering the moral implications of AI development. 🤖 𝗚𝗔𝗡𝘀 (𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗱𝘃𝗲𝗿𝘀𝗮𝗿𝗶𝗮𝗹 𝗡𝗲𝘁𝘄𝗼𝗿𝗸𝘀): Two competing networks that train each other to generate realistic data. 🌐 𝗚𝗲𝗻𝗔𝗜 (𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜): Technology for creating content similar to human-made work. 💡 𝗔𝗜 𝗠𝗼𝗱𝗲𝗹: Trained computer program to make predictions or decisions. ⛏️ 𝗗𝗮𝘁𝗮 𝗠𝗶𝗻𝗶𝗻𝗴: Uncovering knowledge and insights from large datasets. 👉 Follow Gina Acosta Gutiérrez 👩🏻💻 for more resources! ➡ Get the latest AI news, tools, tutorials and guides on using popular AI tools for FREE here: https://lnkd.in/ewfrvcy5 #business #innovation #ai #artificialintelligence #developer #productivity #marketing #dataanalysis #analytics #technology #tech #learning
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Presentation and report writing on: "Grave New World: Can we oversee AI decisions?" #MBA #cmsbusinessschool #rapidreading
Report on Rapid Reading on a Topic: "Grave New World: Can we oversee AI decisions?" Rapid reading, also known as speed reading, is a technique that enhances the speed at which individuals can read and comprehend written text. It is crucial in today's information-driven world, as it allows individuals to consume more information in less time. Rapid reading also improves comprehension, as it trains the mind to process words and phrases quickly while maintaining or improving comprehension. It also boosts productivity by reducing the time needed to complete reading tasks, freeing up more time for other activities. Rapid reading also encourages lifelong learning, allowing individuals to stay updated on the latest developments in their fields. It provides a competitive advantage in fields like academia, business, and information technology. The article from Mint Business Newspaper on “Grave New World: Can we oversee AI decisions?”, conveys that the Ministry of Corporate Affairs (MCA) is set to launch a compliance system powered by AI on its MCA21 platform. The system aims to identify non-compliant businesses, adopting an "AI-centric" and "human-centric" philosophy. An authorized authority will decide whether to take immediate punitive action in compliance-related cases, allowing non-compliant businesses to respond before official notices are issued. The MCA2I system automates all services related to enforcement and compliance of requirements under the Companies Act. The MCA plans to include humans to supervise the AI-powered results. The "human in the AI loop" concept aims to control AI and improve accuracy, reduce bias, increase transparency, and reduce risk. AI excels in data analysis and pattern recognition but lacks human qualities like creativity, empathy, and common sense. The MBA student Group (Ms. DIXITA SINHA; Ms. DIYAA D; Mr. EZHILARASAN B J; Mr. GADAMSETTY VARUN KUMAR; Mr. GARETH KEITH DKHAR SAWIAN; and Mr. HARIN AK) have presented this article to their fellow classmates through rapid reading in their “Statistics for Managers” class under the guidance of Dr. K S. Srinivasa Rao, Professor from Decision Science Area. #rapidreading #mba #cmsbusinessschool #jainuniversity #statistics #ai
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I didn't need #GenAI back in my days as an Associate. Or maybe I did... “People seem to mistrust the technology in areas where it can contribute massive value, and to trust it too much in areas where the technology isn’t competent.” That's a good summary of results of an academic study of the impact of GPT-4 on the work of 750 Boston Consulting Group (BCG) Associates. Highlights: 🔼 People using GPT-4 for basic tasks (writing, analytics, idea generation) finished 12% more tasks in time allowed, completed tasks 25% more quickly, and produced 40% higher quality results. 🔼 The boost was higher for those on the bottom half of skills (43%) but it was also a boost for those on the top half (17%). Some sizable watch-outs: 🔽 People using GPT-4 came up with better individual answers, but collectively their ideas were 41% less diverse. Dozens of people asking GPT-4 the same thing yields vanilla. 🔽 It's not good at complex problem solving, but can convince you it is! People using GPT-4 performed 23% worse on a proposal to a complex business problem. 👉🏽 The latter can be mitigated somewhat by training, but even those who were trained on prompt engineering and about hallucinations performed 17% worse! Figuring out where we are (almost daily) on what Ethan Mollick and company call the #GenAI "Jagged Frontier" is going to be critical to making good use of it as individuals and organizations. For more, check out these excellent write-ups by Ethan: https://lnkd.in/gCaVa7ke? and Boston Consulting Group (BCG): https://lnkd.in/gNXcn9Vy? Great work by Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz- Assaf, Katherine Kellogg, Karim Lakhani and the Henderson Institute team François Candelon, Lisa Krayer, Saran Rajendran, and David Zuluaga Martínez #productivity #technology #changemanagement #AI
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Empower Your Learning with Smartly’s AI-Powered Insights 💡🤖 🌟 Looking to gain deeper insights into your learning progress? At Smartly, our AI-powered insights help you understand your strengths, identify areas for improvement, and tailor your study plans to maximize your success. Here’s how Smartly empowers you: AI-Driven Analytics: Get detailed reports on your learning patterns. Personalized Feedback: Receive actionable advice to enhance your learning experience. Goal Setting and Tracking: Set achievable goals and monitor your progress. Ready to take your learning to the next level? 🔗 Discover Smartly’s AI-Powered Insights 🌟 Join us today and see how AI-powered insights can transform your learning journey! 🚀 #EdTech #AI #Smartly #LearningInsights #FutureOfLearning #Innovation #TechSolutions
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