How to Learn The Math for Machine Learning and AI

Jean Lee October 2, 2025
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Jean Lee

@exaltitude

About

I’m Jean—an ex-WhatsApp early engineer and Meta manager with over 20 years in tech. I was an early engineer at WhatsApp before its $19B acquisition by Meta, then led engineering teams at Meta, where I experienced firsthand how technology evolves and shapes the world. Now, I’m on a mission to break down how AI is changing our careers, industries, and the future of work. AI will transform how we work, learn, and live, and many are overwhelmed by what this means—especially those without access or context. My goal is to simplify these concepts and make them accessible to everyone—whether you’re starting in tech, pivoting careers, or just curious about AI’s impact. I’m here to bring credible, practical insights into the conversation, helping you not just keep up, but take advantage of AI opportunities. No hype. No jargon. Just real-world insights for navigating AI and what’s next. ✅ https://www.linkedin.com/in/jeanklee/ ✅ https://www.exaltitude.io

Video Description

🧠 Let Notion AI Agent do your work for you at → https://ntn.so/jeanagent Want to break into AI and machine learning but feel overwhelmed by the math requirements? Let’s break down exactly what math you actually need for an AI engineering or ML engineering jobs, and what math topics you can safely skip. Whether you're aiming to become an AI engineer or a machine learning engineer, I'll show you the exact machine learning math roadmap for learning calculus, linear algebra, and statistics that actually matter for artificial intelligence and machine learning work. Discover why the math for machine learning isn't as intimidating as it seems, and learn math study strategies that connect abstract mathematical concepts to real AI applications like neural networks, gradient descent, and backpropagation. I cover everything from basic math prerequisites to advanced math topics for machine learning. This AI math tutorial is perfect for beginners in math switching into machine learning or AI jobs, computer science students, or anyone looking to understand the mathematical foundations behind machine learning algorithms. The video includes specific recommendations for calculus courses, linear algebra resources, and statistics training. You can get the full machine learning math roadmap on my website 👉 FREE AI ML Roadmap Self-Study Plan (16-page PDF Guide) includes all the math prerequisites and the recommended math courses you can take for free https://www.exaltitude.io/job-seekers?utm_source=youtubehttps://www.exaltitude.io/job-seekers #machinelearning #aiengineer #mlengineer #airoadmap 📎 Resources: ============== ✅ The FREE Ultimate ATS-Friendly Resume Checklist https://www.exaltitude.io/job-seekers?utm_source=youtube ✅ Download the FREE Job Search Keyword Toolkit in a PDF file https://www.exaltitude.io/resume-handbook?utm_source=youtube ✅ The Ultimate Resume Handbook https://www.exaltitude.io/resume-handbook?utm_source=youtube ✅ FREE Interview Prep Resources https://www.exaltitude.io/job-seekers?utm_source=youtube ✅ FREE ATS-Friendly Resume Template https://www.exaltitude.io/job-seekers?utm_source=youtube 🎙️Other videos you might be interested in ======================== Is AI The End of Software Engineers? Future of AGI 👉https://youtu.be/vFxyrCplh7g AI, Machine Learning, Data Science: Which is the Better Career 👉https://youtu.be/dadXZ7rrSfE The Tech Job Market Divide: WTF is Happening? 👉https://youtu.be/X1XMnG_31YM The Highest Paying Jobs In The Age of AI According To AI 👉https://youtu.be/UNmxiIGoyFs This Is How You Actually Learn AI and Machine learning 👉https://youtu.be/Ph0_n418PCM 🖥️ My SETUP ======================== Sony Alpha 6700: https://amzn.to/4iccaSj 18-50mm F2.8 DC DN Sony Lense: https://amzn.to/3XwDti1 AMBITFUL 19.6"/50cm Mini SE Softbox https://amzn.to/3FXVSOw Godox SL60IIBi SL60II-Bi LED Video Lights https://amzn.to/4hQzljY Zoom F3 2-input Field Recorder https://amzn.to/43XSz3V The full list: https://www.amazon.com/shop/exaltitude/list/3NBYWPBJ39LA7?ref_=cm_sw_r_cp_ud_aipsflist_aipsfexaltitude_9BS9RJSNJNBXTT94GBYW_f 📣✨Connect with me ======================== 💻 LinkedIn: https://www.linkedin.com/in/jeanklee/ ✉️ Newsletter: https://www.exaltitude.io/newsletter 📲 Email for business inquiries: [email protected] 📌 Website: https://www.exaltitude.io/?utm_source=youtube I give advice for navigating your engineering career journey successfully. ⭐️About me ======================== I’m Jean—an ex-WhatsApp early engineer and Meta manager with over 20 years in tech. I was an early engineer at WhatsApp before its $19B acquisition by Meta, then led engineering teams at Meta, where I experienced firsthand how technology evolves and shapes the world. Now, I’m on a mission to break down how AI is changing our careers, industries, and the future of work. AI will transform how we work, learn, and live, and many are overwhelmed by what this means—especially those without access or context. No hype. No jargon. Just real-world insights for navigating AI and what’s next. ⏱️Timestamp: ============== 00:15 Math for ML/AI 00:27 Who needs math? 01:15 Study tips 01:45 Study tools 03:19 The order to study 04:33 Calculus & resources 06:08 Linear Algebra & resources 07:24 Statistics & resources Credits ======================== 🖼️ All images, graphics, and b-roll videos used in this video were sourced from Canva. I may earn a small commission for purchases made through affiliate links on this website. This commission comes at no additional cost to you. Your support helps me continue creating content for you.

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