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How I’d Learn Machine Learning in 2024 (If I Were Starting Over)

🎓 Start learning machine learning with my Introduction to Machine Learning with Python for Beginners course. 👉 https://www.schoolofmachinelearning.c... In this video, I walk you through the 2024 Machine Learning Roadmap, designed to help you learn ML effectively using industry-standard tools and frameworks. Whether you're a complete beginner or looking to sharpen your skills, this roadmap will guide you through key ML concepts, practical projects, and advanced techniques. Key Topics Covered: 1. Building a strong foundation in machine learning with Python 2. Mastering essential ML concepts: Transformers, Gradient Descent, and Attention Mechanisms 3. Hands-on projects using real-world datasets to practice ML 4. Learning deep learning frameworks like PyTorch to build powerful neural networks and how major applications like Tesla Autopilot, Uber’s Pyro, and Hugging Face’s Transformers are built on PyTorch 5. Scaling ML models with cloud platforms like AWS and Azure 6. Preparing for ML Engineer roles by mastering MLOps and end-to-end pipelines 🔗 Check out my full machine learning roadmap here:   / learn-machine-learning-effectively-2024-ro...   By following this roadmap, you’ll learn how to navigate ML’s core concepts, from simple linear regression to advanced deep learning with PyTorch. These skills are key to landing roles as a machine learning engineer, data scientist, or AI developer. 📖 MACHINE LEARNING COURSES ================================ Intro To Machine Learning With Python: https://www.schoolofmachinelearning.c... Machine Learning Specialization: imp.i384100.net/courseraML Deep Learning Specialization: imp.i384100.net/vNzXrL Data Science with Python: imp.i384100.net/daKxA2 Mathematics for Machine Learning: imp.i384100.net/e4zZ3g 🔑 Key Topics Covered: ================================ 0:00 - Introduction 0:22 - State of AI 2:23 - Foundational Machine Learning Course 2:52 - Key Machine Learning Concepts 5:00 - Hands-On ML Experience 6:08 - Build Advanced Machine Learning Skills 7:22 - Prepare for Machine Learning Roles 🚀 Join me on #100DaysOfML ================================ 🛫 Start from day 0:    • 100 Days Of ML   🛤️ Machine Learning Roadmap ================================   / learn-machine-learning-effectively-2024-ro...   👩🏽‍💻 LET'S CONNECT! ================================ 🦄 Join my Discord server:   / discord   🛤️ Machine Learning Roadmap 2024 Website: https://schoolofmachinelearning.com/2... 📩 SUBSCRIBE to my machine learning newsletter: https://learnml.substack.com/ 🔔 SUBSCRIBE to my channel (It's FREE): https://www.youtube.com/c/smithakolan... 🎓 Connect with me on LinkedIn:   / smithakolan   🤓 Follow me on Instagram:   / smithacodes   -------------------------------------------------------------------------- MORE VIDEOS: -------------------------------------------------------------------------- 📌I'm Starting My Machine Learning Company (Day 1)    • I'm Starting My Machine Learning Comp...   📌Top Machine Learning Certifications For 2021    • Top Machine Learning Certifications F...   📌Why You Should NOT Learn Machine Learning!    • Why You Should NOT Learn Machine Lear...   📌How I Learnt Machine Learning In 6 Steps (3 months)    • How I Learnt Machine Learning In 6 St...   📌How To Learn Machine Learning For Free    • How To Learn Machine Learning For Free   ✨ Tags ✨ How to learn ML in 2024 Mastering machine learning in 2024 2024 machine learning roadmap Step-by-step guide to learning ML in 2024 Best way to start machine learning in 2024 Learning ML from scratch in 2024 How to build ML skills in 2024 Beginner’s guide to machine learning in 2024 Efficient ways to learn ML in 2024 Top ML frameworks to learn in 2024 Master PyTorch and scikit-learn in 2024 How to start a machine learning career in 2024 ML skills for beginners in 2024 Build ML projects in 2024 How to become an ML engineer in 2024 ✨ Hashtags ✨ [#ai](https://www.youtube.com/hashtag/ai) [#machinelearning](https://www.youtube.com/hashtag/machi...)