Shows
Data & AI with Mukundan | Learn AI by BuildingHow AI Agents Saved My Job Hunt — And How They Can Save Yours TooIn this episode, Mukundan opens up about one of the most difficult phases of his job hunt and how he built a tiny 3-agent AI system that completely changed the way he applied, prepared, and stayed consistent. You will learn how the Researcher Agent, Writer Agent, and Reviewer Agent work together to turn any job description into clarity. You will also hear a raw, human story about self-doubt, burnout, and the psychology behind job search momentum. This is a deeply personal, practical episode for anyone who feels stuck, exhausted, confused, or overwhelmed in their job search.Optimized for: AI...
2025-11-1811 minData & AI with Mukundan | Learn AI by BuildingI Built an AI That Talks Like My Parents | Emotional AI, Empathy, and the Future of Human TechI missed my parents, so I built an AI that talks like them. This isn’t about replacing people—it’s about remembering the voices that make us feel safe.In this 90-minute episode of Data & AI with Mukundan, we explore what happens when technology stops chasing efficiency and starts chasing empathy. Mukundan shares the story behind “What Would Mom & Dad Say?”, a Streamlit + GPT-4 experiment that generates comforting messages in the voice of loved ones.You’ll hear:The emotional spark that inspired the projectThe plain-English prompts anyone can use to teach AI empathyBound...
2025-11-1112 minData & AI with Mukundan | Learn AI by BuildingHow I Used AI Agents to Fix My Job Hunt:Turning job search chaos into a system — using three AI agents that did the heavy lifting for me.What if your job hunt could run like a data system?In this episode, I share the story of how I used three AI agents — Researcher, Writer, and Reviewer — to rebuild my job search from the ground up. These agents read job descriptions, tailor resumes, and even critique tone and clarity — saving hours every week.But this episode isn’t just about automation. It’s about agency. I’ll talk about rejection, burnout, and the mindset shift that changed everything: treating every rejection as a data point, not a defeat.Whether you’re in tech, analy...
2025-11-0412 minData & AI with Mukundan | Learn AI by BuildingHow I Built an AI That Thinks Like an Analyst — and What It Taught Me About CuriosityWhat happens when an AI starts asking better questions than you?In this 60-minute episode, I share the real story behind “The AI That Thinks Like an Analyst” — a Streamlit + GPT-4 project that changed the way I see data, curiosity, and creativity.This isn’t a technical tutorial. It’s a journey into the mind of a data professional learning to think deeper — and how building this AI taught me the most human lesson of all: how to stay curious.We’ll explore:Why the hardest part of analysis isn’t code — it’s curiosity.How...
2025-10-2814 minData & AI with Mukundan | Learn AI by BuildingAI Teams That Work While You Sleep: How Multiple AI Agent systems plan, collaborate, and finish what one AI agent can’t.This week, I’m showing you exactly how I used AI agents to fix my job hunt — no hype, just results.I was juggling dozens of job applications, interviews, and follow-ups until I built three small agents that acted like my personal job search team.In this episode, I do a live demo of:A Researcher Agent that finds company insights automaticallyA Writer Agent that drafts personal outreach messagesA Reviewer Agent that polishes tone and clarityTogether, they turned hours of chaos into minutes of clear progress.You’ll see how these...
2025-10-2112 minData & AI with Mukundan | Learn AI by BuildingThe AI Interview Copilot for Data Analysts & Data Scientists: SQL, Cases, ML, and STAR—Made SimpleData interviews do not have to feel messy. In this episode, I share a simple AI Interview Copilot that works for data analyst, data scientist, analytics engineer, product analyst, and marketing analyst roles.What you will learn today:How to Turn a Job Post into a Skills Map: Know Exactly What to Study First.How to build role-specific SQL drills (joins, window functions, cohorts, retention, time series).How to practice product/case questions that end with a decision and a metric you can defend.How to prepare ML/experimentation basics (problem framing, features, success metrics, A...
2025-10-1517 minData & AI with Mukundan | Learn AI by BuildingAutomate Your Day with AI Agents: Plan Your Day, Protect Deep Work, Finish MoreIf your “system” is 17 to‑do lists and three forgotten calendars, this episode is your reset. We build a Notion Life OS powered by three tiny AI agents that make daily planning stick:Capture Agent – Inbox anything in under 30 seconds, deduplicate, and route it to the right list.Prioritizer Agent – Convert chaos into a Today list using urgency × effort, hard time limits, and the rule of 3.Timebox Agent – Create a 3‑block schedule with buffers, calendar sync, and a 60‑second kickoff ritual. Plus: an Evening Reflection micro‑agent so you close the loop—wins, misses, one improvement. You’ll leave with prompts, tem...
2025-10-0719 minData & AI with Mukundan | Learn AI by BuildingAI Agents That Land Jobs: Application Tracking, Interview Prep, AutomationIf your job search feels like tab-hell—applications everywhere, prep scattered, follow-ups forgotten—this episode is your reset. I walk you through three small but mighty AI agents you can build in an afternoon:• Application Tracker Agent — paste a job link → extract company, title, pay, location → auto-log to Notion/Sheets → set a 7-day follow-up. • Interview Prep Agent — feed the JD + your resume → get tailored behavioral questions, SQL/case drills, and a tight “Tell me about yourself.” • Follow-Up Agent — generate a thank-you in your voice, log the interview date, and nudge you if you haven’t heard back.You’ll learn the agent es...
2025-09-3011 minData & AI with Mukundan | Learn AI by BuildingHow AI Agents Actually Think: Planning, Memory, and Feedback That Saves You HoursAI agents are everywhere in the headlines — but what do they really do? In this episode of Data & AI with Mukundan, we cut through the hype and explain, in plain language, how AI agents actually think.You’ll learn the three key ingredients that separate real agents from chatbots:Planning: breaking big goals into concrete stepsMemory: remembering context so actions feel consistentFeedback: adjusting when things go wrong instead of collapsingI also walk through a live demo where an AI agent triages my Google Calendar and Gmail inbox. You’ll hear exactly how it proposes deep-w...
2025-09-2318 minData & AI with Mukundan | Learn AI by BuildingAgents vs. Chatbots: How to Build One That Actually WorksPlain-English agents, not hype: plan, use tools, add guardrails—then dry-run a calendar + inbox agent that saves hours.You’ve heard “AI agent” everywhere, but definitions vary. In this episode, Mukundan explains—in plain, practical language—what a real agent is and when to use one. We’ll contrast agents with chatbots and simple automations, walk through the five pillars (goal, plan, tools, memory, feedback), and strip the tooling of buzzwords. Then we run a live dry-run: two 90-minute deep-work blocks, one 45-minute admin sweep, and a 30-minute workout that avoids your existing commitments. We finish by triaging sampl...
2025-09-1619 minData & AI with Mukundan | Learn AI by BuildingTiny AI Prompts for Big Productivity: Mastering the 80‑20 Rule with Practical AIDiscover how small AI prompts can transform your productivity. In this episode, Mukundan explains the 80‑20 rule. Mukundan demonstrates AI workflows for scheduling and focus, and introduces a Prompt Wallet to help you beat decision fatigue. Perfect for anyone seeking practical AI and better time management.Episode Highlights80‑20 Rule Explained: Most of your progress comes from a few critical actions. Learn how to identify them with prompts.Prompt Structure 101: Context, constraints, desired outcome, and a tiny first step.Classic Prompts: 10‑minute workouts, zero‑based budgeting, Pomodoro study plans, teach‑back outlines, and Power Clean 15.New Productivity Hacks: Time block...
2025-09-0927 minData & AI with Mukundan | Learn AI by BuildingThe No-Upload AI Analyst: Hash, Mask, Redact—AI Analytics Without CSV File UploadsAI, data, numbers—without uploads. Hash, mask, and redact PII, then run data analytics locally for time-saving and privacy.In this episode, we build a No-Upload AI Analyst that keeps your PII safe: HMAC SHA-256 hashing, masking, and redaction using policy presets and client-side transforms. We’ll: • Reframe the problem (insights > risk) • Set four hard constraints (no uploads, local preferred, policy presets, human-readable audit) • Use rules-first privacy + schema semantics • Walk the 5-step workflow (paste headers → pick preset → set secret → transform → analyze) • Show real-world cases (HIPAA/HITECH-aware analytics, FERPA contexts, product analytics) • Share a checklist + quiz + local Streamlit approach Perfect for dat...
2025-09-0227 minData & AI with Mukundan | Learn AI by BuildingAI Meal Planner — What to Cook Tonight with What You HaveAI, data, and analytics pick three cookable dinners from the ingredients and appliances you already have—no grocery run.We use AI, data, and a rules-first analytics score to rank real meals you can make tonight with what’s in your pantry. A lightweight rules engine avoids AI hallucinations; Chef-AI adds safe swaps and one-line directions. You’ll learn a copy-paste AI prompt, how to reduce waste, and how analytics rank time, fit, and vibe.3 bullets (skimmable):Rules > raw AI for reliable, cookable resultsAnalytics score to rank fastest/best-fit mealsCopy-paste prompt for 3 ideas in under...
2025-08-2622 minData & AI with Mukundan | Learn AI by BuildingAsk Better Questions with AI & Data Analytics — Smarter Decisions with Better ToolsI 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 learnHow 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 & DiscussionTake t...
2025-08-1947 minData & AI with Mukundan | Learn AI by BuildingAI-Driven Job Search: Using Data & Analytics for Portfolio AuditsBeat instant rejections. Use an AI resume audit to pass ATS filters and turn silence into interviews—clear steps, a one-week plan, and a free checker.AI job search without the guesswork. In this episode I use a tiny AI resume & portfolio audit to beat ATS filters—what to highlight, what’s missing, and how to rewrite one project so a hiring manager actually cares. It’s personal, practical, and ends with a one-week plan you can apply today.You’ll learn • How modern ATS screeners work—and why they’re fast (and unforgiving) • The simple AI workflow...
2025-08-1410 minData & AI with Mukundan | Learn AI by BuildingPerfecting Your Elevator Pitch with Engaging AI StrategiesDescription: Join Mukundan Sankar as he explores the challenges of delivering an effective elevator pitch and how AI can assist in crafting one. Mukundan shares personal anecdotes and demonstrates AI-generated pitches tailored for different career stages.Key Takeaways:The importance of a well-crafted elevator pitch How AI can personalize pitches for different roles Real-life examples of AI-generated pitchesResources:1]Elevator Pitch AI Code Mukundan's Blog Post: https://substack.com/home/post/p-1704009772] Thinking about starting a podcast but worried it’ll take forever to grow? Here’s the thing — you do...
2025-08-1224 minData & AI with Mukundan | Learn AI by BuildingUsing AI to Create a Time-Saving Memory Tool for Lasting ComfortPrivate AI memory app, built respectfully, to echo my parents’ advice—comfort across oceans today, and someday after they’re gone.Private AI memory app—ethical, respectful, and comforting. I share why I built a small, private AI that echoes my parents’ advice when distance (India ↔ U.S.) feels heavy—and how I kept it ethical with privacy, consent, and dignity. This isn’t a replacement for real conversations; it’s a quiet anchor for hard days, and a way to preserve the feeling behind their words.You’ll learnDesign for comfort over novelty (two simple...
2025-08-0615 minData & AI with Mukundan | Learn AI by BuildingThe Future of Data Storytelling: AI Tools that Turn Your Blogs into SlidesTurn writing into a clean, editable deck—create slides with AI so you focus on the message, not formatting. Includes a simple presentation workflow.🎧 Episode Summary:Create slides with AI—fast, clear, editable. This episode shows how I turned long-form writing (blogs, memos, outlines) into a polished slide deck you can download and edit—without getting stuck in formatting. You’ll get a simple AI presentation workflow, a reusable prompt, and ideas for diagrams that actually support your point.You’ll learnA repeatable blog → slides structure (7–10 slides, title + 3–5 bullets)How to keep slides human...
2025-08-0212 minData & AI with Mukundan | Learn AI by BuildingI Was Getting Rejected From Jobs in Minutes—So I Built an AI to Tell Me WhyIn this episode, we dive into the world of job searching and explore how AI tools are revolutionizing the process. Discover practical strategies to overcome common job search challenges, from crafting the perfect resume to acing interviews. Learn how AI can enhance your job search experience, making it more efficient and effective. Whether you're a recent graduate or a seasoned professional, this episode offers valuable insights to help you land your dream job. Tune in and transform your job search journey with the power of AI!See blog with code: https://medium.com/p/530957cefe65
2025-07-3014 minData & AI with Mukundan | Learn AI by BuildingI Built An AI Tool That Understood Me!In this deeply personal episode, I share the story of a chaotic week, mounting pressure, and a craving for Sonic fries. But more importantly, I take you inside the quiet tool I built—an AI Thought Organizer.It didn’t coach me. It didn’t solve anything. It just… reflected what I was already feeling.Inside the episode:The emotional spiral that led to this toolHow I built it (yes, with code—but it’s not technical)Why the laugh that followed changed everythingWhat this experience taught me about overwhelm, clarity, and AIWhether you...
2025-06-0311 minData & AI with Mukundan | Learn AI by BuildingCan You Take a Look at This Dataset? The six words that haunt analysts—and the tool I built to make it painless.TakeawaysMany data professionals struggle with knowing where to start with new datasets.Asking the right questions is crucial for effective data analysis.The AI tool summarizes data and generates exploratory questions.Real-world data analysis is often messier than textbook examples.The tool is designed to help users gain analytical momentum.It can be beneficial for new hires, students, and experienced analysts alike.The tool is not a replacement for deep thinking but a partner for better thinking.Users have reported increased confidence...
2025-05-2319 minData & AI with Mukundan | Learn AI by BuildingWhy Smart People Lose Opportunities—And How This App Fixes ItTakeawaysAutomating presentations can enhance storytelling with data.Traditional Jupyter notebooks often lack narrative flow.The app allows users to upload notebooks for instant presentation creation.AI-generated content can significantly reduce preparation time.Effective communication is crucial for success in data roles.The app provides a strong foundation for presentations.Real-world use cases include students and data analysts.Future plans include more diagram types and voice narration.The project is open source and encourages collaboration.The tool is designed...
2025-05-1615 minData & AI with Mukundan | Learn AI by BuildingI Built an AI Tool That Turns Any Python Code Into an Emotionally Engaging Blog PostTakeawaysCode2Story Pro turns Python code into engaging blog posts.Traditional documentation methods are often insufficient.Effective communication of code is crucial for collaboration.The tool allows users to select tone and emotion for their writing.Mukund built the tool out of frustration with documentation.The technical setup involves Streamlit and OpenAI's GPT-4.Users can generate blog posts in under 30 seconds.Future updates will include file uploads and image generation.The tool is aimed at helping developers share their work...
2025-05-0917 minData & AI with Mukundan | Learn AI by BuildingHow I Built an AI That Understands My Emotions—And Helped Me Beat BurnoutSummaryIn this episode, Mukund Sankar discusses the development of his AI reflection system, Reflection OS, which aims to provide emotional clarity and productivity support. He shares his personal struggles with time management and emotional burnout, leading to the creation of a tool that acts as a compassionate mirror for self-reflection. The conversation explores the technology behind the app, its purpose in building emotional habits, and future plans for community engagement and beta testing.Blog: https://medium.com/data-science-collective/i-built-an-ai-app-that-reflects-my-feelings-not-just-my-output-2a40c275243dWebsite: https://mukundansankar.substack.com/
2025-04-3018 min
Data & AI with Mukundan | Learn AI by BuildingWhy Nobody Understands Your Work—And How to Fix It using AI: The Art of Visual Storytelling for CodeTakeawaysFeedback is crucial for growth but often lacking.Visual storytelling can enhance understanding.Long explanations may not be effective in busy environments.Tools like Code to Story can simplify complex ideas.People prefer quick, visual information over lengthy texts.The development process can be messy but rewarding.Understanding your audience's time constraints is key.Visual aids can significantly improve communication.Building something understandable is more important than perfection.Let your work speak for itself through visuals.
2025-04-2313 min
Data & AI with Mukundan | Learn AI by Building The Art of Storytelling in Data Analysis TakeawaysExplaining your work is often more challenging than the work itself.Many analysts struggle to communicate their logic and findings.Storytelling is a crucial skill for career advancement in tech.Code2Story was created to help analysts articulate their work better.The tool transforms code into a narrative that is easier to understand.Anyone who writes code can benefit from using Code2Story.The app is not just for engineers but for all who need to explain their work.Storytelling can elevate...
2025-04-2213 min
Data & AI with Mukundan | Learn AI by BuildingI Was About to Order Taco Bell—Then I Built an AI to Talk Me DownSummaryIn this episode, Mukund Sankar shares a personal story about how a midnight craving led him to create an app that helps him reflect on his emotions rather than just satisfy his hunger. He discusses the impact of emotional eating and how technology, specifically GPT-4, can be used to foster self-awareness and emotional health. The conversation transitions into the development of a digital therapist that encourages users to engage with their feelings and patterns of behavior, ultimately promoting personal growth and emotional well-being.TakeawaysMukund reflects on how midnight cravings can lead to...
2025-04-1510 min
Data & AI with Mukundan | Learn AI by BuildingYour Words Are Lying to You: How AI Helped Me Write with FeelingHave you ever written something that looked perfect but felt… off? Like the grammar was flawless, the structure airtight, but the soul? Missing. In this episode, Mukundan shares a deeply personal story about emotional disconnection in writing—and how a simple AI app helped him uncover and correct it. It's part confessional, part technical walkthrough, and completely human.Whether you're a writer, blogger, speaker, or someone who wants their words to indeed land, this episode will make you rethink everything you thought you knew about “tone.”TakeawaysI built an AI to tell me the e...
2025-04-0910 min
Data & AI with Mukundan | Learn AI by BuildingHow I Beat Burnout & Presentation Fear—with a Little Help from AISummaryIn this conversation, Mukund Sankar shares his personal journey of overcoming burnout and anxiety related to presentations. He discusses the challenges faced by introverts in professional settings, particularly in creating and delivering presentations. Mukund emphasizes the role of AI in alleviating the stress of presentation preparation and encourages listeners to focus on storytelling rather than just slides. He advocates for a shift in mindset from fearing presentations to viewing them as opportunities for connection and sharing personal stories.TakeawaysBurnout can lead to a loss of identity and purpose.Presentations...
2025-04-0920 min
Data & AI with Mukundan | Learn AI by BuildingYour Resume Might Be Dying in an Algorithm - I Built an AI Tool to Find Out—and It Failed MineSummaryIn this episode, Mukund Sankar delves into the often painful experience of job rejection, particularly focusing on the role of Applicant Tracking Systems (ATS) in the hiring process. He shares his personal journey of building an AI-powered resume checker to better understand how these systems work and how they can impact job seekers. Through his experiences, he highlights key lessons about resume optimization, the importance of keyword alignment, and the need to present one's qualifications in a way that resonates with both machines and human recruiters.TakeawaysRejection can feel personal, even when...
2025-03-3111 min
Data & AI with Mukundan | Learn AI by Building Reclaiming Creativity: The Power of AI in Content PromotionSummaryIn this episode, Mukundan Sankar discusses the challenges of content promotion and how it often overshadows the joy of content creation. He shares his journey of building an AI content engine that automates the promotion process, allowing creators to focus on their passion for writing. The conversation emphasizes the importance of reclaiming creativity through automation and offers practical insights for content creators looking to enhance their reach without the burnout of manual promotion.takeawaysContent creation is often overshadowed by the burden of promotion.Each platform requires a unique approach to content sharing...
2025-03-2413 min
Data & AI with Mukundan | Learn AI by BuildingThe Future of Time ManagementSummaryIn this episode of Data and AI with Mukundan, the host discusses the creation and impact of an AI life planner designed to enhance productivity and time management. The conversation covers the technology behind the planner, including the use of GPT-4, Google Calendar API, and the Pomodoro technique, as well as the personal transformation experienced by the host as a result of implementing this tool.TakeawaysMost of us struggle with time management.AI can help optimize our schedules.The AI life planner analyzes daily habits.It syncs with Google Calendar for seamless...
2025-03-1705 min
Data & AI with Mukundan | Learn AI by BuildingAI That Learns You—Without Spying on YouEpisode DescriptionEver feel like your phone knows you a little too well? One Google search, and suddenly, ads follow you across the internet like a digital stalker. AI-powered personalization has long relied on collecting massive amounts of personal data—but what if it didn’t have to?In this episode of Data & AI with Mukundan, we explore a game-changing shift in AI—personalized experiences without intrusive tracking. Two groundbreaking techniques, Sequential Layer Expansion and FedSelect, are reshaping how AI learns from users while keeping their data private.We’ll break down: ✅ Why AI persona...
2025-01-3009 min
Data & AI with Mukundan | Learn AI by BuildingSynthetic Data: The AI Gold Rush You Can't Afford to MissEpisode SummaryIn this episode, we dive into the transformative power of synthetic data and its ability to bypass privacy barriers while accelerating AI innovation. Learn how industries like healthcare, finance, and retail leverage synthetic data to fuel progress and discover actionable steps to implement this game-changing technology.Key Topics CoveredWhat Is Synthetic Data?Definition and importance.How it solves privacy and data scarcity challenges.Top 5 Breakthroughs in Synthetic Data:SafeSynthDP: Differential privacy for secure synthetic data generation.GANs for Healthcare: Generating synthetic patient records.CaPS: Collaborative synthetic data sharing across organizations.Private...
2025-01-1510 min
Data & AI with Mukundan | Learn AI by Building9 Hidden Data Visualization Tricks to Transform Your Visuals using Plotly library in PythonKey Takeaways:1. Why Plotly is a Game-ChangerUnlike Matplotlib or Seaborn, Plotly offers interactive and dynamic visualizations that are perfect for storytelling.Unlock powerful features that go beyond basic bar charts or scatter plots.2. 9 Hidden Plotly Tricks:Custom Pairwise Correlation Matrix: Add annotations and custom color scales for deeper insights.Dynamic Data Highlighting: Like Excel, conditional formatting but on steroids.Density Contours: Visualize class distribution and clustering with ease.Faceted Histograms: Compare subgroups in a single view.Threshold Lines: Emphasize decision boundaries effectively.Custom Annotations: Turn visuals into storytelling tools.3D Scatter Plots: Explore...
2024-12-2010 min
Data & AI with Mukundan | Learn AI by BuildingHow to Use Dynamic Topic Modeling to Boost Your Marketing and StrategyEpisode Summary:In this episode, Mukundan simplifies the concept of Dynamic Topic Modeling (DTM) for listeners and discusses its transformative impact on businesses. DTM is a machine learning method used to track the evolution of themes in text data over time. It helps companies to make smarter decisions by staying in tune with customer needs and market trends.Key Topics Covered:Introduction to Dynamic Topic ModelingWhat it is and why it matters for businesses.Real-world examples like customer reviews and social media trends.How Dynamic Topic Modeling WorksOver time, analyze text data (e.g...
2024-12-1308 min
Data & AI with Mukundan | Learn AI by Building90% of people still don’t know this AI hack… are you missing out?DescriptionIn this episode of Data & AI with Mukundan, we dive into Lang Chain—a powerful tool that connects AI systems for smarter, more efficient applications. Mukundan breaks down how Lang Chain simplifies complex processes by acting as a bridge between AI tools, enabling automation and improved decision-making.From content creation and chatbots to research and customer support, discover real-world examples of Lang Chain in action. Learn how it can fetch, summarize, and synthesize information from multiple sources, and how businesses and individuals alike can use it to save time and effort. Whether you're a co...
2024-12-1105 min
Data & AI with Mukundan | Learn AI by BuildingThe Ultimate Guide to Using Analytics to Grow Your NewsletterSummaryIn this episode, Mukundan Sankar discusses the importance of analytics for Newsletter creators using Substack, emphasizing how understanding traffic sources can significantly enhance newsletter growth. He breaks down various traffic types, including direct, email, referral, and social media, and provides actionable strategies for optimizing each source. The conversation also highlights common mistakes creators make with their analytics and offers the next steps for leveraging data effectively to engage audiences and grow subscriptions.Chapters00:00 Introduction to Content Creation and Analytics00:00 Understanding Substack and Its Analytics01:11 The Importance of Traffic...
2024-12-0616 min
Data & AI with Mukundan | Learn AI by BuildingRevolutionize Your Content Creation: Unlock AI Tools Today!SummaryIn this conversation, Mukundan Sankar discusses the transformative role of AI agents in content creation. He emphasizes how these tools can help streamline workflows, automate repetitive tasks, and ultimately allow creators to focus on high-quality content. The discussion covers various AI tools like ChatGPT, Zapier, and Canva, and highlights the benefits of integrating these technologies into the content creation process.TakeawaysAI agents can assist with content creation and brainstorming.Automation tools like Zapier can save time for creators.Content creators often spend too much time on repetitive tasks.Using AI...
2024-12-0408 min
Data & AI with Mukundan | Learn AI by BuildingAI Agents: The Autonomous Sidekick Revolutionizing Work for Startups and CreatorsEpisode Description:Welcome to a world where technology works smarter, not harder. In this episode, we dive deep into the world of AI agents—autonomous systems designed to take on tasks, make decisions, and even generate creative ideas with minimal human intervention. Think of them as your digital teammates, always ready to help without needing a lunch break.Here’s what we explore:What Are AI Agents? Learn the basics of these advanced systems, how they work, and why they’re more than just another AI tool.Challenges They Solve: From automating repetitive tasks like c...
2024-11-2616 min
Data & AI with Mukundan | Learn AI by BuildingMultimodal AI: The Detective Changing the Game for BusinessesEpisode OverviewIn this fascinating episode, we explore Multimodal AI—the cutting-edge technology that's reshaping how businesses solve complex problems. Think of it as a brilliant detective, piecing together clues from text, images, audio, and video to solve mysteries that would otherwise go unnoticed. Whether it's improving customer satisfaction, boosting team performance, or outsmarting competitors, Multimodal AI has the answers.Let’s dive into the details and discover how this incredible tool can transform the way you work.What Is Multimodal AI?Multimodal AI is like a detective for businesses. Instead of r...
2024-11-2503 min
Data & AI with Mukundan | Learn AI by BuildingUnveiling AI’s Best-Kept Secret: The Mystery of Neurosymbolic IntelligenceIn this captivating episode of Data and AI with Mukundan, we unravel the mysteries of Neurosymbolic AI—a powerful combination of neural networks and symbolic reasoning. This hybrid approach is revolutionizing artificial intelligence, tackling the challenges of explainability, adaptability, and reasoning. Learn why Neurosymbolic AI is more than just a technological innovation—it's a potential game-changer for industries ranging from healthcare to autonomous vehicles.Discover how this blend of brain-inspired learning and logic-driven analysis can solve some of AI's toughest problems, such as ethical decision-making and trustworthiness. Dive into real-world applications, breakthrough cases, and the challenges that rese...
2024-11-2006 min
Data & AI with Mukundan | Learn AI by BuildingUnlocking the Power of Fine-Tuning: Making AI Smarter, Not HarderEpisode Description: In this episode, we dive deep into the world of fine-tuning pre-trained AI models. Starting with the basics of pre-trained models like BERT, GPT, and ResNet, we explore how fine-tuning transforms them from generalists into task-specific experts.We discuss real-world examples, from improving sentiment analysis accuracy by 15% to enhancing tumor detection rates by 25%, and even boosting translation precision by 20% for specialized language pairs. Learn how fine-tuning not only sharpens AI's skills but also saves time, resources, and makes AI applications more sustainable.Wrapping up with best practices for fine-tuning, you'll get actionable tips...
2024-11-2005 min
Data & AI with Mukundan | Learn AI by BuildingUnlocking the Future: The Mystery of Neuro Symbolic AI in Business StrategyEpisode Notes: OverviewIn this compelling episode, I dive into the cutting-edge world of Neuro Symbolic AI, a transformative approach to business strategy that goes beyond traditional SWOT analysis. Moving past the capabilities of older models like GPT-3.5, this episode introduces a tool that doesn’t just identify strengths, weaknesses, opportunities, and threats but also explains the deeper implications and potential future outcomes of each. Join me as I explore how Neuro Symbolic AI is setting new standards for strategic analysis.Key Topics CoveredRebranding the Show I open by explaining the re...
2024-11-1407 min
Data & AI with Mukundan | Learn AI by BuildingExploring NotebookLM: Transforming Education with AI!Episode Summary: In this episode, I delve into Google’s NotebookLM, an advanced AI-powered tool designed for research, note-taking, and audio content generation. Originally adopted by content creators for podcasting, NotebookLM offers a range of possibilities beyond mere podcast generation, including making complex ideas easily understandable and serving as an educational tool.Key Discussion Points:Introduction to NotebookLM: NotebookLM, powered by Google’s Gemini 1.5, is a unique AI tool designed to convert written content into natural-sounding audio conversations. I highlight its key features, including support for uploading diverse content sources like web links, YouTube videos, and Goog...
2024-11-1309 min
Data & AI with Mukundan | Learn AI by Building AI for Customer Lifetime Value (CLV) Prediction: Why Smart Marketers Are Paying AttentionEpisode Overview: In this episode, we dive into how AI is transforming Customer Lifetime Value (CLV) prediction, a crucial metric for marketers aiming to understand and enhance customer relationships. We discuss why traditional CLV models fall short, how AI provides more accurate, real-time insights, and why this shift is vital for modern marketing strategies.Key Takeaways:Importance of CLV: CLV helps identify high-value customers, guiding where to focus marketing efforts for long-term success.Limitations of Traditional CLV Models: Outdated methods rely on static data and often miss dynamic changes in customer behavior.AI-Powered CLV Prediction:Real-time...
2024-11-0815 minData & AI with Mukundan | Learn AI by BuildingStart Here — Practical AI in 30 SecondsLearn AI by shipping small, useful things—no fluff. In 30 seconds: who this is for, what you’ll get, and how to use each episode today. New episodes every Tuesday.Welcome to Data & AI with Mukundan—a weekly show where real-world problems meet practical AI. You’ll get honest stories, clear steps, and tiny builds you can apply the same day you listen. We cover what to automate, how to check quality, and how to keep outputs reliable—so you don’t ship junk.Starter PackGet Interviews: Rejected in minutes? Use AI to rewrite your...
2024-11-0100 min
Data & AI with Mukundan | Learn AI by Building5 Game-Changing Applications of Retrieval-Augmented Generation: Unlocking AI's Full PotentialIn this episode of The Deep Dive, we explore Retrieval-Augmented Generation, or RAG, and its revolutionary impact on AI. We break down five game-changing applications of RAG, each transforming how AI interacts with real-time data and complex information. Discover how RAG is enhancing everything from customer service to academic research, by tackling challenges like outdated information and static AI models.Key Highlights:Real-time Q&A Systems: How RAG ensures that AI provides the most up-to-date answers, making customer support smarter and more reliable.Dynamic Content Creation: No more stale reports—learn how RAG allows for content th...
2024-10-3111 min
Data & AI with Mukundan | Learn AI by BuildingTurbocharging Your PDF Workflow with AI: Time-Saving Tools for Data and AI ProfessionalsEpisode SummaryIn this episode, we dive into the power of AI to tackle the often-overwhelming world of PDFs and technical documents. We explore an innovative tool that makes PDFs more accessible and actionable, from summarizing key insights to generating audio and even preparing Q&A. If you work in data science, AI, or any field that requires you to stay up-to-date with extensive documentation and research, this tool could be your new best friend.Topics Covered:* The PDF Dilemma* How data professionals face information overload from research papers, reports, and white papers.
2024-10-3012 min
Data & AI with Mukundan | Learn AI by BuildingHow AI is Revolutionizing Pet HealthSummary: In this episode, we dive into the world of pet health and AI with a focus on an innovative AI-powered pet health chatbot. Inspired by the real-life experience of pet owners, this project tackles the late-night panic every pet parent knows all too well—when your pet gets into something they shouldn’t and you're left searching for answers online. Using the cutting-edge capabilities of GPT-3.5, this chatbot cross-references trusted sources like the ASPCA and AVMA to provide clear, reliable advice on common pet health concerns. While it’s not a replacement for a vet, it’s an invaluab...
2024-10-2106 min
Data & AI with Mukundan | Learn AI by BuildingHow AI Just Took SWOT Analysis to the Next Level – And How You Can Too!Episode NotesEver wondered how AI can transform business strategy? In this episode, we dive into the fascinating world of AI-powered SWOT analysis. We are tackling an old problem using a new approach. Using the latest technology, like GPT-3.5, companies can now analyze their strengths, weaknesses, opportunities, and threats with lightning speed. Join us as we explore how AI is reshaping the way we understand market dynamics, financial data, and competitive landscapes, with real-world examples from Google and Meta. Whether you're an investor, entrepreneur, or just curious about the future of business, this episode is packed with...
2024-10-1411 min
Data & AI with Mukundan | Learn AI by BuildingWhat is RAGs in Artificial Intelligence? And Why it can be very powerful?Welcome back to the podcast! The host, Mukundan Sankar, is an experienced data professional and AI researcher. This episode will discuss Retrieval Augmented Generation (RAG) and how it's transforming our relationship with information.23The Problem of Information Overload:We are constantly bombarded with information, making it challenging to find what truly matters.Traditional AI models and search engines can provide inaccurate, outdated information, or even fabricate information (AI hallucination).What is RAG?RAG is an AI model combining retrieval and generation, offering the best of both worlds....
2024-10-0508 min
Data & AI with Mukundan | Learn AI by BuildingAI Trends in Marketing For Rest of 2024 and 2025Episode Summary: In this episode, we dive into the exciting world of AI and Large Language Models (LLMs) and how they're revolutionizing marketing. Gone are the days of generic campaigns and guesswork. With AI, marketing is becoming highly personalized, insight-driven, and responsive to individual customer needs—all in real-time.Key Points Covered:* The Shift from Data-Driven to Insight-Driven MarketingDiscover how marketing is evolving from simply collecting data to understanding the "why" behind customer behavior. AI allows marketers to predict customer preferences, making campaigns more targeted and effective.* AI-Powered Personalization at ScaleLearn how AI ca...
2024-10-0122 min