Mridul Prabhakar

???????????????? ???? ????????????: A Swing and a Miss Today's ?????????? ????. ?????????????????? Test match scenario sparked a fascinating observation for me. With 300 ???????? in the bank and India needing just 1 ???????????? ???? ?????? ???? 100+ ??????????, Google's win probability model gave India only a "0.1% chance of winning", while a draw was at an improbable 99.4%! And even Aussies had a 0.5%. ? Naturally, I thought, "This has to be a glitch, right?" So, I double-checked on another device, and (drumroll, please)… ???????? ????????????! ? ?? This raises two key questions: 1???????? ?????? ?????????? ?????????????????????????? ????????????????????? Google’s win probability model likely uses the following inputs: ???????????????????? ?????????? ????????: Patterns from similar games (e.g., batting collapses, wicket-taking trends). ?????????????? ?????????? ????????????????????: Run rates, wickets remaining, overs left, and pitch behaviour. ???????????????? ??????????????: Weather, light conditions, or any other interruptions that might impact the game. ?????????????? ????????: Market sentiments could also play a role in tweaking probabilities. While the approach is sophisticated, the output here shows that the model may not handle some scenarios like this one effectively. 2?? ?????? ???????? ???? ??????????? Possible reasons for this anomaly could include: ????????-????????????????????????????: The algorithm might assign too much weight to the historical matches. ???????????????????????? ??????????????: The model might underweight India's dominant position because it’s trying to balance “typical” outcomes, where matches with some n-overs left often end in draws. ???????????????? ????????????????????: Predictive models often struggle with outlier scenarios that don’t fit typical patterns. Also, sometimes technology just fails for no apparent reason—just like us humans. Whether it’s a bad day at work or an algorithm misstep, it’s a reminder that ???????????????????????? ???? ??????????????????! ? And the result? India won the match comfortably ?? ? #Cricket #IndVsAus #CricketAnalysis #DataScience #PredictiveModeling #Analytics #MachineLearning #Google

Here’s my attempt to make the LinkedIn algorithm bow to my post. Let’s see if all those "???????? ???????? ???????? ??????????" hacks are worth their weight in impressions! "Hashtags": I’m adding #MondayMotivation, #Leadership, #AI, and other irrelevant but viral hashtags because why not? "Storytelling": Let me share an #emotional story about that one time I achieved what I didn't want, and failed on the important thing. "Engagement Bait": Comment your favorite LinkedIn #growth hack, and I might just try it in my next post! Or not. "Emoji Overload":????? Because, you know, emojis apparently spark joy for the algorithm. "Name-drop Popular Topics": While you’re here, have you considered how AI, ChatGPT, and soft skills can change your career trajectory? ?????? ??’?? ?????????????? ???????? ???? 10 ???? ???? ????????????, ?????? ??????????????????’?? ???????????????? ????????. ??????????????, ??????????????????, ????????????????’?? ???????????? ?????????????? ?????? ?? ?????? ?????? ???? ???????????????????? ????????’???? ??????. ?????????????? ????????????????: ?????????????? ???????????????? ???? ???????? ???????? ?? ???????? ?????? ????????????’?? ?????? ???? ???? ????????: Tagging a few industry professionals to ‘thank them’ for their insights on a vaguely related topic (I didn’t want to drag anyone else into this circus). Including a stock image or infographic that looks serious but adds absolutely no value (I have a better image idea!). ??.??. ?????? ???????????? ??????????? I??’?? ?????????????????? ??????????????????, b???? ??????, ????’?? ?????? ???????? ???? ?????? ????????????????????, ???????????

???????????????????????? ?????? ????????????-?????????????? ??????????????????????(?????? ?????????????????? ????????????????) Recently, a friend of mine commented on the lack of job openings on #LinkedIn. Curious, I dove into LinkedIn myself, and to my surprise, I noticed far more openings than I expected.? ???????? ?????????? ???????? ???? ????????????????????????, ????????, ?????? ????????’???? ?????????? ??????????. This sudden surge in job listings isn’t magic; it’s a classic case of the ????????????-?????????????? ????????????????????, ???? ?????????????????? ????????????????. The more we focus on something—whether it’s jobs, learning opportunities, or personal growth—the more it seems to appear. So, how does this relate to #jobsearching? Simply put, active searching helps you spot opportunities that were always there, just unnoticed. Next time you feel that good jobs are hidden or opportunities are scarce, try shifting your focus and searching with intent. You might just find your ideal role... and you may even find more interesting LinkedIn posts, on my page! ?? #JobSearchTips #BaaderMeinhof #FrequencyIllusion #LinkedInTips #OpportunitiesEverywhere #Networking

Master the Art of Presentation with Tips from Chris Anderson's HBR Article, ?????? ???? ???????? ?? ???????????? ????????????????????????. Ready to transform your presentations? ?? Chris Anderson, the mind behind #TedTalks, shares insights in his Harvard Business Review article on delivering talks that leave a lasting impact. Swipe through for actionable tips that make your presentations engaging and memorable! ?? #PresentationSkills #PublicSpeaking #CommunicationSkills #ChrisAnderson #TEDTalks #HarvardBusinessReview #LeadershipDevelopment #ProfessionalGrowth #AudienceEngagement #StorytellingTips #GrowthMindset #PersonalBranding #SoftSkills #Communication

Ever felt like your LinkedIn network wasn’t quite large enough when you needed that one #referral or were reaching out to that one #investor? And then you just ???????? that job search and investment plan. ?????????? ?????????? ????????????????: Suggest that every individual is just at 6 ?????????????? ???? ????????????????????, so between you and either ?????????? ?????????? or Nikhil Kamath you need only 5 people to make a bridge. Adding ?????????? ?????????? ?????????????? ???????????? and #SocialMedia which makes the world smaller - The degree of separation is not even 6! According to Meta (then Facebook) the true number of intermediaries is between 3.5 and 4.5. [Using only Facebook users’ data] Just 3.5!! So, when LinkedIn says connection 3rd+ that only refers to 3.5 not much. Let's try reaching Meta and ask: When are you planning to refresh the ‘degrees of separation’ with the latest data? With all the advancements in technology and global connections, I wonder if the world has gotten even ??????????????! Anyone here whose friends' friends' friends know Mr. Zuckerberg? #SmallWorldTheory #DegreeOfSeparation #SocialNetworks #Connectedness #InterpersonalRelationships

Victor Ambros and Gary Ruvkun won the ?????????? ?????????? for their groundbreaking discovery of microRNA and its crucial role in ????????-?????????????????????????????? ???????? ????????????????????. But what is mi-RNA – ??????????????????? #Genetics #NobelPrize #microRNA #mRNA #ScienceBreakthrough #GeneRegulation #LifeSciences #ScientificDiscovery #Biotechnology #MolecularBiology #RNA #MedicalResearch #InnovationsInScience #Genomics #HealthTech #ResearchAndDevelopment #PostTranscriptionalRegulation #BiologyInnovation #GeneticSwitch #BiotechBreakthrough

???????????????? ???????? ???? ?????? ?????????? ???? ????! Recently, I discussed ?????? ??????????????'?? ???????? 3.0, which explores the concept of neural networks being mathematically improbable but effective through the principles of physics. Now, Geoffrey Hinton has been awarded the 2024 ?????????? ?????????? for advancing neural networks and deep learning. His work, especially in computational models, shows how concepts rooted in physics, like energy minimization, help neural networks achieve what seems impossible. Here are the key similarities: ? Tegmark's assertion: Neural networks function despite their mathematical improbability. ? Hinton's achievement: His research validates and advances this idea, showcasing the power of physics in AI. ? Both highlight the revolutionary potential of ideas once considered unlikely. It's thrilling to see how these insights shape the future of AI! Who knew AI and physics would win a Nobel Prize together? Check out the link to the Nobel Prize announcement for Hinton’s work and my previous post on Life 3.0 in the comments. #AI #NeuralNetworks #MachineLearning #Physics #DeepLearning #Innovation #DataScience #QuantumComputing #FutureOfAI #NobelPrize #TechTrends #ArtificialIntelligence #STEM #TechInnovation #BigData #Analytics #Science #Research #DigitalTransformation #TechCommunity #Futurism #Data #Technology #Engineering #Mathematics #ScienceAndTechnology

????????????????????: ?????? ???? ?????? ?????????? ???????????????????? ???????? ?????? ?????????????????????? ?????? ?????? ???????????? ?????????????? ?????? ???????????? ????????????? Industries like airlines, hospitality, and retail often operate on razor-thin profit margins despite generating massive revenue. The challenge? ?? ?????????????????????? ?????????????????????? ???????????????????? ?? ???????????????????? ?????????????? ?? ???????????????? ???????????????? ???????????????????????? In such businesses, every bit of operational efficiency counts, and becoming lean can be the difference between profit and loss. ?????? ‘?????? ???? ???? ???? ??????????????????’? ?? These businesses face fierce competition. ?? Costs are rising—whether it’s fuel prices in airlines, food and labor costs in hospitality, or inventory management in retail. ?? There is often a lack of major product differentiation, especially in industries like airlines or retail, which forces companies to focus on matching or beating competitors' costs. Finding ways to streamline operations, cut unnecessary expenses, and still deliver a premium experience is a constant struggle. On the other hand, industries like ???????? ???????????? ???? ???????????? ???????????? often operate with high profit margins. While they benefit from being efficient, the urgency to become lean isn't as pressing for their bottom line. ????????’?? ???????? ????????? How can businesses with tight profit margins become leaner? What strategies can help these businesses stay competitive and efficient in today’s fast-paced market? ?????????? ???????? ???????????????? ??????????! #businessstrategy #leanoperations #costefficiency #innovation #airlines #retail #hospitality #BusinessEfficiency #OperationalExcellence #Profitability #CostOptimization #SustainableGrowth #ProcessImprovement #LeanThinking #BusinessGrowth #EfficiencyMatters #RevenueManagement #CustomerSatisfaction #CompetitiveStrategy #CostManagement #BusinessStrategy #LeanOperations #Innovation #OperationalEfficiency #IndustryChallenges #SmartBusiness #EfficiencyOptimization

With the job market getting tougher, follow-up emails have become a must. Here’s what Harvard Business Review has to say on the topic—hope you find that one tip that makes your follow-ups successful!

When you see reports comparing India to other countries, especially ones that make sweeping generalizations, ask yourself these key questions: ???? ?????? ???????????? ????????????????-??????????????????? Surveys conducted only in English leave out a significant portion of the population, especially in rural and non-English-speaking regions ??????????????-?????????? ????. ?????????????? ???????? Be wary of surveys based purely on opinions. Social and cultural influences can distort results, making them less reliable ???????? ???? ?????????????? ?????? ?????? ???????????????? ????????????? India’s informal sector employs nearly 80% of the workforce, yet many economic reports overlook this, leading to skewed portrayals of employment trends ?????????? ???????? Many reports are city-focused, but 60% of Indians live in rural areas. If rural voices aren’t included, the data paints an incomplete picture ?????? ?????????????? ???????????????????????? ??????????????????? India is a mosaic of cultures, religions, and regions. Simplistic conclusions can miss the complexity that comes from such diversity If a report doesn’t address these nuances, take it with a ?????????? ???? ????????. India’s diversity demands nuanced data collection to capture its true story. But, While we get bombarded with new reports trying to decode India every year, let us all wait for the 'OG Census'.