ML System Design & MLOps For Beginners
Most students know Python and TensorFlow, but 0% know how to ship production-grade models. If you can train a model but can't deploy it reliably, you won't get hired. This video is Part-1 of our Machine Learning System Design series, designed to bridge the gap between Jupyter Notebooks and Real-World Engineering. 🚀 Access the Full Free AI Roadmap & Resources on CODEX: antern.co (you need to signup here to get access) 📂 Get the Lecture Notes & PDF Slides for this Course: All materials will be uploaded in CODEX itself, please note it will be up there by 5th feb on the CODEX platfom. In this 5-hour comprehensive course, we move beyond "accuracy scores" and focus on the 90% of Machine Learning that tutorials skip: The System. 📚 IN THIS VIDEO (SYSTEM DESIGN PART 1) In this 5-hour comprehensive course, we move beyond "accuracy scores" and focus on the 90% of Machine Learning that tutorials skip: The System. We cover the 5 Core Principles of ML System Design: Problem Definition: When not to use Machine Learning. Design Thinking: Why most ML projects fail before a single line of code is written. Data Strategy: Why better data beats better models every time. Feature Engineering: Focusing on features over complex algorithms. Complexity Management: Starting simple and scaling effectively. ⏱️ TIMESTAMPS Will update 🌐 INTRODUCING CODEX (Free AI Platform) We have launched Codex—a completely free, full-stack platform to learn modern AI from scratch. This is not a 30-day hack; it is a complete career roadmap. Available Modules on Codex: ✅ Mathematics for Machine Learning (Linear Algebra, Stats, Probability) ✅ Core Machine Learning (Part 1) ✅ Practical MLOps (Implementation) ✅ COMING SOON: Agentic AI, GenAI, and Soft Skills Training Sign up for free and access all PDFs, code files, and lecture notes here: 👉 antern.co 🔗 CONNECT WITH ME LinkedIn: https://www.linkedin.com/in/ayush-sin... Instagram: / ai.ayush_singh ⚠️ DISCLAIMER This course is free. I do not charge for the Modern AI Stack on Codex. My focus is on my company, Second Brain Labs, and this content is created to help the community build better AI systems. #machinelearning #systemdesign #mlops #ai #datascience #codex #Ayush #python #artificialintelligence #softwareengineering
