Data & AI with Mukundan | Learn AI by Building

Data & AI with Mukundan | Learn AI by Building

di Mukundan Sankar – Practical AI & Analytics

Lavoro Tecnologia

Stagione 1

Can You Take a Look at This Dataset? The six words that haunt analysts—and the tool I built to make it painless.

Takeaways Many 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 when using the tool for interviews. Future developments include adding visualization support and custom question tones. Better questions lead to better insights and career growth. Medium Blog: https://medium.com/data-science-collective/how-i-built-an-ai-that-thinks-like-a-data-analyst-69fba12ad08d Free Blog: https://mukundansankar.substack.com/p/how-i-built-an-ai-that-thinks-like

Why Smart People Lose Opportunities—And How This App Fixes It

Takeaways Automating 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 for anyone in the data field. Free Blog: https://mukundansankar.substack.com/p/beyond-the-notebook-how-to-turn-any Medium Users: https://medium.com/data-science-collective/beyond-the-notebook-how-to-turn-any-data-science-jupyter-notebook-into-stunning-animated-slide-e738bebc195e

I Built an AI Tool That Turns Any Python Code Into an Emotionally Engaging Blog Post

Takeaways Code2Story 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 easily. Storytelling in coding can enhance career opportunities. Blog: https://medium.com/data-science-collective/i-built-an-ai-tool-that-turns-any-python-code-into-an-emotionally-engaging-blog-post-f6d14daeddbd Website: Subscribe for free access to the code: https://mukundansankar.substack.com/

Why Nobody Understands Your Work—And How to Fix It using AI: The Art of Visual Storytelling for Code

Takeaways Feedback 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. Blog that shows you how to do this yourself: https://medium.com/towards-artificial-intelligence/how-to-instantly-explain-your-code-with-visuals-powered-by-gpt-4-bc379985f43f Subscribe to my Substack for updates on the course: https://mukundansankar.substack.com/

How I Built an AI That Understands My Emotions—And Helped Me Beat Burnout

Summary In 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-2a40c275243d Website: https://mukundansankar.substack.com/

I Was About to Order Taco Bell—Then I Built an AI to Talk Me Down

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 therapist that encourages users to engage with their feelings and patterns of behavior, ultimately promoting personal growth and emotional well-being. Takeaways Mukund reflects on how midnight cravings can lead to deeper emotional insights. He emphasizes that cravings often stem from emotional needs rather than physical hunger. The app he created uses GPT-4 to help users articulate their feelings. Journaling and self-reflection can reduce cravings and improve emotional health. Avoiding hard conversations can lead to increased cravings and emotional distress. The app serves as a non-judgmental space for users to express their feelings. Mukund's experience highlights the importance of communication with oneself. He encourages listeners to build their own tools for emotional reflection. The conversation illustrates the intersection of technology and mental health. Mukund plans to share resources for building similar apps. Blog: https://medium.com/towards-artificial-intelligence/i-was-about-to-order-taco-bell-again-instead-i-built-an-ai-that-talks-me-down-00021d1310e3 Website: Monitor this for a mini course on how to do it yourself. https://mukundansankar.substack.com/

Your Words Are Lying to You: How AI Helped Me Write with Feeling

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, blogger, speaker, or someone who wants their words to indeed land, this episode will make you rethink everything you thought you knew about “tone.” Takeaways I built an AI to tell me the emotional truth. My writing felt emotionally disconnected. Tone is invisible, but it is everything. AI reflects and shows us our blind spots. We need more felt truth in the world. When was the last time you asked your words how they feel? Being real helps you connect with people. I trained a model to use my own writing. The world doesn't need more content, it needs more truth. What is the emotional tone of this paragraph? Blog: https://medium.com/towards-artificial-intelligence/i-built-a-tool-to-expose-the-lie-my-blog-was-telling-b89ce9903384

How I Beat Burnout & Presentation Fear—with a Little Help from AI

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 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. Takeaways Burnout can lead to a loss of identity and purpose. Presentations can be a source of anxiety, especially for introverts. AI can significantly aid in creating presentations efficiently. It's important to prepare not just content, but also to manage fears. Many professionals share the struggle of presenting. Using AI can help streamline the presentation process. Storytelling is more impactful than just presenting slides. Connecting with the audience is key to effective presentations. Overcoming the fear of presentations can lead to personal growth. Embracing vulnerability can enhance the presentation experience. Link to Blog post that shows you how to do it yourself (how to DIY): https://mukundansankar.substack.com/p/i-woke-up-with-no-memoryand-a-calendar

Your Resume Might Be Dying in an Algorithm - I Built an AI Tool to Find Out—and It Failed Mine

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 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. Takeaways Rejection can feel personal, even when it's not. Understanding how ATS works is crucial for job seekers. Building an AI-powered tool can provide valuable insights. Keyword alignment is essential for passing ATS filters. Formatting and structure can significantly affect ATS scoring. Tailoring your resume to the job description is key. Quantifiable achievements should be highlighted in resumes. It's important to translate your experience into machine-readable language. Feeling invisible in the job search process is common. You don't need to rewrite your resume; just tune it for success. How You can Build Your Own: https://mukundansankar.substack.com/p/will-your-resume-pass-the-ats-i-built Medium Members : https://medium.com/towards-artificial-intelligence/will-your-resume-pass-the-ats-i-built-an-ai-app-to-find-out-a0ad9f3ce4ad

Reclaiming Creativity: The Power of AI in Content Promotion

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 practical insights for content creators looking to enhance their reach without the burnout of manual promotion. takeaways Content creation is often overshadowed by the burden of promotion. Each platform requires a unique approach to content sharing. Promotion can take longer than the actual writing process. Systemizing content promotion can alleviate stress for creators. Using AI tools can help automate the promotion process. Creating a custom GPT can streamline content distribution. Engagement can increase by repurposing content across platforms. Automation allows creators to focus on their passion for writing. The right tools can save time and enhance creativity. Investing in automation tools can lead to greater content impact. Automate your content so that you can focus on creating the full tutorial with prompt for each platform My Medium Blog

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