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Data & AI with Mukundan | Learn AI by Building

2024-10-01 – 2025-11-18 Podcasts Visit website ↗

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Practical, human-first AI. Each week we build small, useful AI tools and workflows—so you can apply them the same day you listen. Data & AI with Mukundan is where real-world problems meet practical AI. You don’t learn AI by collecting tabs—you learn it by shipping small, useful things. I’m Mukundan, an analytics pro, GPT builder, and lifelong learner. Every week we take one problem and build a solution you can actually use: smarter job-search helpers, portfolio reviewers, AI that speeds up analysis, slide/summary assistants, and more. You’ll hear the decisions behind each build—what to automate, how to evaluate quality, how to keep outputs reliable, and how to make it useful today. We keep the language plain, the examples concrete, and the steps realistic whether you’re hands-on or just AI-curious. Recurring themes: LLM applications, prompt design, evaluation, retrieval patterns, analytics workflows, career use-cases, and product thinking for AI. New episodes weekly. Subscribe for the how-to; stay for the shipped thing. 🔗 Connect with Me: Free Email NewsletterWebsite: Data & AI with MukundanGitHub: https://github.com/mukund14Twitter/X: @sankarmukund475LinkedIn: Mukundan SankarYouTube: Subscribe

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Ask Better Questions with AI & Data Analytics — Smarter Decisions with Better Tools

2025-08-19 Listen
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Mukundan Sankar
AI/ML Analytics Data Analytics Jira

I first built an AI that thinks like an analyst. Now I have built a better AI Data analyst for the practical use of AI. This episode breaks down the simple rebuild: start with a clear objective, pick 5–8 focus columns, and ship a one-page Markdown brief. You’ll also get a 3-minute quiz (10:33), a Substack discussion (17:04), and a 9-step checklist you can use today. What you’ll learn How to start with a clear business goal (not charts)Why focusing on 5–8 columns increases signalHow a 1-page brief moves work faster than a dashboardQuiz & Discussion Take the Lightning QuizJoin the Substack discussion: https://mukundansankar.substack.com/(Tell your day-two story, your one metric, and your 5–8 focus columns.)Listener Checklist Copy/paste: 1) Objective (one line) 2) 5–8 focus columns 3) 10 questions + why 4) Quick data health checks 5) Export 1-page brief 6) Share in Slack/Notion/Jira 7) Run 2–3 quick analyses today 8) Log learning + next decision 9) Repeat tomorrow Links Blog version: (with Medium membership): https://medium.com/data-science-collective/i-built-an-ai-that-thinks-like-a-data-analyst-then-it-went-viral-so-i-made-it-smarter-1f3206a8254b(Free): https://mukundansankar.substack.com/p/i-built-an-ai-that-thinks-like-aSubstack Note (comments hub): https://mukundansankar.substack.com/notesTools I use for my Podcast:Recording Partner: Riverside → Sign up here (affiliate)Host Your Podcast: RSS.com (affiliate )Research Tools: Sider.ai (affiliate)🔗 Connect with Me:Free Email Newsletter: https://data-ai-with-ms.kit.com/bae4d0c550Website: https://mukundansankar.substack.com/Twitter/X: @sankarmukund475LinkedIn: https://www.linkedin.com/in/mukundansankar/YouTube: https://www.youtube.com/@MukundSankar