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AI isn't magic—it’s 𝗽𝗮𝘁𝘁𝗲𝗿𝗻𝘀, 𝗽𝗿𝗼𝗯𝗮𝗯𝗶𝗹𝗶𝘁𝗶𝗲𝘀, 𝗮𝗻𝗱 𝗽𝗿𝗼𝗰𝗲𝘀𝘀𝗲𝘀.  The 𝗔𝗜 𝗹𝗮𝗻𝗱𝘀𝗰𝗮𝗽𝗲 𝗶𝘀 𝘀𝗵𝗶𝗳𝘁𝗶𝗻𝗴 𝗳𝗮𝘀𝘁, and the gap between those who understand its foundations and those who simply use it is growing. If you want to 𝗯𝘂𝗶𝗹𝗱 𝗔𝗜 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀, 𝗼𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀, 𝗼𝗿 𝘀𝗶𝗺𝗽𝗹𝘆 𝘀𝘁𝗮𝘆 𝗮𝗵𝗲𝗮𝗱, understanding these core concepts isn’t optional—it’s essential.  Take 𝗣𝗿𝗼𝗺𝗽𝘁 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴—crafting better inputs leads to better outputs. Yet, without understanding 𝗧𝗿𝗮𝗻𝘀𝗳𝗼𝗿𝗺𝗲𝗿𝘀, you're missing 𝘸𝘩𝘺 models process language the way they do. 𝗛𝗮𝗹𝗹𝘂𝗰𝗶𝗻𝗮𝘁𝗶𝗼𝗻? That’s not just an AI flaw—it’s a reminder that AI doesn’t "know" truth; it generates based on probabilities.  𝗥𝗔𝗚 (𝗥𝗲𝘁𝗿𝗶𝗲𝘃𝗮𝗹-𝗔𝘂𝗴𝗺𝗲𝗻𝘁𝗲𝗱 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻) solves AI’s memory problem, making models fact-aware rather than guesswork machines. And if you’re wondering why some models “forget” context, look no further than 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗪𝗶𝗻𝗱𝗼𝘄—the AI’s working memory.  𝗛𝗲𝗿𝗲’𝘀 𝘁𝗵𝗲 𝗿𝗲𝗮𝗹 𝘁𝗮𝗸𝗲𝗮𝘄𝗮𝘆: AI mastery isn’t about 𝗸𝗻𝗼𝘄𝗶𝗻𝗴 these terms; it’s about 𝗮𝗽𝗽𝗹𝘆𝗶𝗻𝗴 them. If you want to build 𝗺𝗼𝗿𝗲 𝗿𝗲𝗹𝗶𝗮𝗯𝗹𝗲 𝗔𝗜, 𝗼𝗽𝘁𝗶𝗺𝗶𝘇𝗲 𝗽𝗿𝗼𝗺𝗽𝘁𝘀, 𝗼𝗿 𝗱𝗲𝗽𝗹𝗼𝘆 𝘀𝗺𝗮𝗿𝘁𝗲𝗿 𝘀𝗼𝗹𝘂𝘁𝗶𝗼𝗻𝘀, these concepts are your toolkit.  The future belongs to 𝗔𝗜 𝗽𝗿𝗮𝗰𝘁𝗶𝘁𝗶𝗼𝗻𝗲𝗿𝘀, 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗔𝗜 𝘂𝘀𝗲𝗿𝘀. Which of these concepts has made the most significant impact on your work?

If you’re feeling lost about where to start with AI, you’ve come to the right place for guidance. Mastering AI doesn’t require a PhD, just a structured path. Here’s a beginner-friendly roadmap to help you understand, build, and apply AI step by step. 1. 🔸AI Fundamentals Start with the basics. Learn how AI, Machine Learning, and Deep Learning differ, and explore how they impact real-world use cases. 2. 🔸Python for AI Python is the backbone of AI development. Understand its core concepts and use it to build dashboards and simple AI models. 3. 🔸Prompt Engineering Learn to speak the AI language. Write prompts that get better results by mastering format, structure, and role-based queries. 4. 🔸Generative AI Tools Explore tools that create images, text, audio, or slides. Ideal for marketers, creators, and anyone building with AI without code. 5. 🔸Retrieval-Augmented Generation (RAG) Build AI that can fetch and reason over your documents. Combine search with language models for smart assistants. 6. 🔸Fine-Tuning Models (Advanced) Train models on specific tasks using your data. Learn techniques like supervised fine-tuning and preference optimization. 7. 🔸AI Agents & Workflows Build autonomous systems that act, decide, and complete tasks using tools like LangChain, AutoGen, or Flowise. [Explore More In The Post] Feel free to use this roadmap as your step-by-step guide to learning AI in 2025. Any background or experience level can benefit from this. #genai #aiagents #artificialintelligence

😮 5% of people are responsible for 35% of the valuable collaboration in your organization.   One of the highlights of my time at the Tulsa Remote Plugged In Conference was meeting Rebecca Hinds, PhD, Head of Asana's Work Innovation Lab. Onstage she gave a presentation jam-packed with great insights about what it takes for effective team collaboration. Offstage we got to share stories about how what her research shows is what I see on a daily basis as we work with cross-functional distributed and hybrid teams. And how teaching teams to create their team charters / team working agreements to codify goals, roles, and ways of working leads to more effective collaboration and more teammate connection. Key takeaways from her presentation, "5 Research-Backed Strategies to Drive Better Collaboration": 1. Collaboration equity 52% of employees say their teams rely on a few high performers to get work done. When Asana provided a dashboard to show how collaboration was distributed across the team, 93% made meaningful changes when it was visible who needed to step back and others needed to step up 2. Cross-functional collaboration The most innovative firms have 30-50% of their ties established cross-functionally. Example: for tech companies the top predictor of innovation is strength of collaboration between marketing and engineering 3. Collaboration across physical space Asana research shows that the current behavior is for people to do more cross functional collaboration on in-office workdays than on remote workdays. [My 2 cents → this is why building what I call "Omni-modal" leadership skills is so critical, so that people are equally skilled at collaborating in a remote or hybrid setting as they are in an in-person setting. Especially since many people need to switch between these modes even within the same day. ] 4. Collaboration across work The connection between tasks and goals is a massive driver of employee engagement. Only 55% of workers in remote and hybrid orgs are clear on how their work helps their company reach its goal. For every 10 pieces of work related to goals there is + 7% increase in engagement. For every 100 pieces there is a +101% increase in engagement. 5. Collaboration with AI Treat it like a teammate, not just a tool. When used daily, 89% of people say they get productivity gains. But AI needs cross-functional context to enable the best collaboration. P.S. a big thanks to Justin Harlan and Betsy Slagle for pulling together a well-crafted event with a great line-up of speakers! #tulsaremote #virtualleadership #hybridteams

🧠💡 Forget about New Ideas! 💡🧠 In the world of creativity and innovation, we often get caught up in the pursuit of the next big idea. But what if the secret to breakthrough success isn't about having a single brilliant idea, but rather about generating a continuous flow of many ideas? This perspective shift can revolutionize your creative process and here’s why: *Quantity Leads to Quality* The more ideas you generate, the higher the chances of striking gold. It's a numbers game. As Marc Randolph, cofounder of Netflix, said, "For every good idea, there are a thousand bad ones. And sometimes it can be hard to tell the difference". By increasing the quantity, you improve the odds of finding that standout idea. *Experimentation Over Perfection* In my work with both startups and global organizations, I've seen time and again that success comes from testing ideas quickly and cheaply. Moving ideas from the "waiting to be tested" pile to the "tested" pile is where real impact is created. It's about learning fast and iterating. As Randolph says, "It’s not about having good ideas, it’s about having a process—and a culture—for trying lots of ideas." *Lower the Stakes* When you generate a large volume of ideas, the pressure on any single idea decreases. This encourages a more fearless and innovative approach. It's not about avoiding risks, but about spreading them across many small bets. Take a page from history: Thomas Edison didn't invent the lightbulb in one go. He tested over 1,000 different materials before finding the right filament. His success was built on the foundation of relentless experimentation and ideation. 👉 Tangible Tip for Creative Mastery: Adopt a daily practice of idea generation. Set aside time each day to brainstorm solutions to problems, big or small. Write down every idea, no matter how trivial it may seem. Over time, you'll build a habit of creativity that will pay dividends in your personal and professional life. Remember, the path to innovation isn't paved with a single great idea, but with a multitude of ideas that evolve and improve through continuous iteration. Embrace the flow of ideas and watch your creative potential soar! 🚀 #Innovation #Creativity #IdeaFlow #Entrepreneurship #DesignThinking

Atlassian is a living laboratory for teamwork and we love nothing more than delving into what makes teams tick, or ticked-off. Our latest State of Teams Report has found that we lose a whopping 25 billion work hours to ineffective collaboration every year, with teams plagued by too many goals, drowning in notifications, and wading through too much information. If this sounds familiar, here are my go-to tips: 1. Get clear on what matters - the best teams have clear, visible goals, where everyone knows what success looks like. Keep these succinct and measurable. 2. Define ways of working - how you work is just as important as the work you’re doing. Communicate and agree on expectations around frequency of updates, channels, sync vs. async tasks. 3. Make the most of AI - think of AI as an extra teammate to help organise information and eliminate repetitive tasks to free you up for your top priorities. You can read the full report below! https://lnkd.in/gpGc6Vkv

10 most important Product Design Principles for PMs to focus on: 𝟭. 𝗨𝘀𝗲𝗿-𝗖𝗲𝗻𝘁𝗲𝗿𝗲𝗱 𝗗𝗲𝘀𝗶𝗴𝗻 𝗣𝗿𝗼𝗰𝗲𝘀𝘀: This is the foundation of good product design. By understanding your users' needs and testing your designs with them, you can ensure you're building something they actually want and can use effectively. 𝟮. 𝗨𝘀𝗮𝗯𝗶𝗹𝗶𝘁𝘆: A product should be easy and efficient to use, with minimal learning curve. This includes clear navigation, intuitive interactions, and error prevention. 𝟯. 𝗖𝗼𝗻𝘀𝗶𝘀𝘁𝗲𝗻𝗰𝘆: Maintain consistency in visual design (colors, fonts, layout) and functionality across the entire product. This creates a sense of familiarity and reduces cognitive load for users. 𝟰. 𝗙𝗲𝗲𝗱𝗯𝗮𝗰𝗸: Provide clear and timely feedback to users on their actions, the state of the system, and any errors that occur. This helps users understand what's happening and avoid frustration. 𝟱. 𝗙𝗹𝗲𝘅𝗶𝗯𝗶𝗹𝗶𝘁𝘆 𝗮𝗻𝗱 𝗘𝗳𝗳𝗶𝗰𝗶𝗲𝗻𝗰𝘆: Offer options for customization, shortcuts for power users, and ensure your product works seamlessly across different devices and platforms. 𝟲. 𝗦𝘁𝗿𝗮𝘁𝗲𝗴𝗶𝗰 𝗦𝘂𝗯𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻: Don't clutter your interface with unnecessary elements. Focus on what's essential for users to complete their tasks and remove anything that distracts or confuses them. 𝟳. 𝗠𝗮𝗸𝗲 𝗦𝘂𝗿𝗲 𝗨𝘀𝗲𝗿𝘀 𝗖𝗮𝗻 𝗙𝗶𝗻𝗱 𝗧𝗵𝗲𝗶𝗿 𝗪𝗮𝘆: Clear navigation and information architecture are crucial. Users should be able to easily find what they're looking for and understand how to use the product. 𝟴. 𝗧𝗮𝗹𝗸 𝘁𝗼 𝗬𝗼𝘂𝗿 𝗨𝘀𝗲𝗿𝘀: Regularly gather feedback from your target audience through surveys, user interviews, and usability testing. This helps you stay in touch with their needs and identify areas for improvement. 𝟵. 𝗖𝗼𝗻𝘁𝗶𝗻𝘂𝗮𝗹𝗹𝘆 𝗧𝗲𝘀𝘁 𝗮𝗻𝗱 𝗩𝗮𝗹𝗶𝗱𝗮𝘁𝗲 𝗬𝗼𝘂𝗿 𝗗𝗲𝘀𝗶𝗴𝗻 𝗜𝗱𝗲𝗮𝘀: Don't rely on assumptions. Use prototypes to test your design decisions with real users and iterate based on their feedback. 𝟭𝟬. 𝗘𝗺𝗼𝘁𝗶𝗼𝗻𝗮𝗹 𝗗𝗲𝘀𝗶𝗴𝗻: While not the most essential, emotional design can elevate your product. A well-designed interface can be aesthetically pleasing, create a positive emotional response, and show empathy towards users. ♻️ Save it for later and share with others!

The past few years have seen many organizations put innovation on the back burner, focusing on survival over growth. Now, as the dust settles, there's a collective realization of the need to reignite the flames of innovation to not just survive but thrive in a post-pandemic world. Here's where the journey begins, not outward but inward, with a set of five essential questions that serve as the compass for navigating this new era of innovation: ✅ What do you do better than anyone else? This question isn't just about patting yourself on the back for your strengths. It's about digging deep to understand your unique capabilities that can serve as the foundation for your innovation strategy. Identifying what sets you apart is the first step towards leveraging your strengths in new and unexplored ways. ✅ How is the world going to change? Innovation doesn't occur in a vacuum. It's shaped by shifting global trends, technological advancements, and changing consumer behaviors. Understanding the direction in which the world is moving allows companies to anticipate needs and create solutions that are not just relevant but necessary. ✅ Where are you going to play? Innovation is not about being everywhere all at once. It's about choosing your battles wisely. This question forces companies to be strategic about their focus areas, ensuring that their innovation efforts are concentrated where they can make the most significant impact. ✅ How are you going to succeed? Success in innovation is not just about having great ideas; it's about execution. This involves creating a conducive environment for innovation, fostering a culture that encourages experimentation, and having a clear process for bringing ideas to fruition. ✅ Do you have an innovation portfolio? Lastly, innovation is not a one-size-fits-all approach. It requires a balanced portfolio of incremental and breakthrough innovations. This diversity ensures resilience and adaptability, allowing companies to navigate both short-term challenges and long-term shifts. For innovation leaders, these questions are not just a checklist but a framework for introspection and strategy refinement. The time for action is now, with introspection as the guiding light. #innovation #startups #entreprenuer #founders

Digital Marketing is no longer about more clicks. It’s about smarter moves. If you’re a leader leveraging Digital Marketing, you’ve likely heard every textbook tactic by now like SEO, programmatic ads, email… rinse and repeat. But here’s the truth: your edge lies in doing what your competitors aren’t thinking about. Here are 5 unique digital marketing approaches to truly move the needle: 𝗕𝘂𝗶𝗹𝗱 “𝗠𝗶𝗰𝗿𝗼-𝗖𝗼𝗺𝗺𝘂𝗻𝗶𝘁𝗶𝗲𝘀” 𝗔𝗿𝗼𝘂𝗻𝗱 𝗦𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗣𝗿𝗼𝗯𝗹𝗲𝗺𝘀 Instead of broad audiences, create small, highly engaged communities (LinkedIn groups, niche Slack channels, private podcasts) where your ideal customers can exchange ideas. These micro-communities convert better because they feel seen and valued. 𝗧𝘂𝗿𝗻 𝗬𝗼𝘂𝗿 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗗𝗮𝘁𝗮 𝗜𝗻𝘁𝗼 𝗦𝘁𝗼𝗿𝗶𝗲𝘀 Every product generates fascinating usage data. Package that into industry insights and trend report. CXOs trust numbers and you already own the data. Why not use it to establish authority? 𝗗𝗲𝘀𝗶𝗴𝗻 “𝗗𝗮𝗿𝗸 𝗦𝗼𝗰𝗶𝗮𝗹” 𝗖𝗼𝗻𝘁𝗲𝗻𝘁 Most buying decisions happen in private (WhatsApp groups, DMs, offline conversations). Create content that people want to share privately, think killer infographics, provocative mini-research, or tools that spark conversations. 𝗜𝗻𝘃𝗲𝘀𝘁 𝗶𝗻 𝗜𝗻𝘁𝗲𝗿𝗮𝗰𝘁𝗶𝘃𝗲 𝗖𝗼𝗻𝘁𝗲𝗻𝘁 𝗘𝘅𝗽𝗲𝗿𝗶𝗲𝗻𝗰𝗲𝘀 Stop pushing static content. Build tools, quizzes, ROI calculators, or even AI-powered simulators that your audience can play with. The more time they spend engaging, the closer they are to buying. 𝗧𝗵𝗶𝗻𝗸 𝗶𝗻 𝗦𝗲𝗮𝘀𝗼𝗻𝘀, 𝗡𝗼𝘁 𝗖𝗮𝗺𝗽𝗮𝗶𝗴𝗻𝘀 Your audience’s attention shifts with business cycles. Design your marketing like a streaming platform—content drops, cliffhangers, and story arcs that build over time. This keeps your brand relevant year-round. The companies that win today aren’t louder, they’re experimenting smartly. Which one of these would you want your team to try first? Follow #socialJJ to read more post on marketing.

🌟 New Insights Alert! 🌟 I'm pleased to share the latest chapter from my book "Mastering Marketing Data Science", which has now been featured in The Data Science Decoder newsletter. This week, we dive into Chapter 7: Social Media Analytics and Web Analytics, a critical read for anyone looking to deepen their understanding of the digital marketing landscape. In this chapter, I unpack the intricacies of social media and web analytics, providing detailed explorations of how these tools can transform our understanding of consumer behaviors and significantly improve marketing strategies. From sentiment analysis to optimizing web traffic and conversion rates, this chapter is packed with real-world applications and practical tips that are foundational for navigating today’s digital challenges. Whether you're a data scientist looking to specialize in marketing, or a marketing professional keen to leverage the power of data science, this article offers valuable insights and guidance to enhance your strategies and decision-making processes. Don’t miss out on this essential read for modern marketers and data professionals. Dive into the full article featured in The Data Science Decoder newsletter and let's discuss the most compelling insights and how they can be applied in our daily work. Looking forward to your thoughts and feedback! #DataScience #DigitalMarketing #MarketingAnalytics

Desi Atomic Habit Tip #4: Embrace Continuous Learning "Roz seekho, roz badho" (Learn daily, grow daily) In our rapidly evolving business landscape, staying relevant means staying curious. Continuous learning isn't just about formal education; it's about cultivating a mindset of constant growth and adaptability. Actionable Steps: ✅ Daily Learning Ritual: Dedicate 30 minutes each day to learning something new in your field. ✅ Skill Diversity: Identify and develop cross-functional skills that complement your expertise. ✅ Teach to Learn: Share your knowledge through mentoring or creating content - teaching others reinforces your own learning. Here's how I've incorporated continuous learning in my entrepreneurial journey: 👉 Subscribed to industry-specific podcasts for my daily commute. 👉 Joined online communities to stay updated on emerging trends and technologies. 👉 Allocated budget for annual skill-enhancement courses or workshops. 🎯 Result: Stayed ahead of industry curves, fostered innovation in my teams, and opened new business opportunities through expanded knowledge. Your Continuous Learning Challenge: This week, learn one new skill or concept related to your field. It could be a new software tool, a management technique, or an industry trend. Share what you've learned and how you plan to apply it! How has continuous learning impacted your career growth? Share your favorite learning resources or strategies below! Stay curious, stay growing, and stay tuned for more success-boosting habits in our Desi Atomic Habits series! #DesiAtomicHabits #ContinuousLearning #SkillDevelopment #EntrepreneurialMindset #CareerGrowth