Data & AI with Mukundan | Learn AI by Building

Takeaways Explaining 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 Code2...

Summary In 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 t...

Have 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,...

Summary In 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 ra...

Summary In 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...

Summary In 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 practic...

Summary In 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...

Episode Description Ever 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 experience...

Episode Summary In 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 Covered What Is Synthetic Data? Definition and imp...

Key Takeaways: 1. Why Plotly is a Game-Changer Unlike 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 Exce...

Episode 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...

Description In 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...

Summary In 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 com...

Summary In 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...

Episode 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...

Episode Overview In 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 compet...

In 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 gam...

Episode 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...

Episode Notes: Overview In 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 imp...

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 Poin...

Episode 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...

Learn 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 qu...

In 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...

Episode Summary In 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 documentatio...

Summary: 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...