How I’d Learn AI From Scratch if I Could Start Over! 🧠 Ultimate AI Learning Roadmap for Beginners

Huge thanks to Simplilearn for partnering on this video! Check out their Applied Gen AI Specialization 👉 https://bit.ly/Applied-GenAI-Program-Purdue-SL Do you want to become an AI Engineer but feel buried under equations and confusing tutorials? 🤯 This beginner-friendly AI roadmap connects the big picture, gives you a clear step-by-step plan, and real projects - so you can start building AI systems with confidence! 💪🤓 👨‍💻 Who this video is for: - Curious beginners who want a clear path into AI engineering. - Developers/data-curious folks who feel lost in buzzwords. - Anyone ready to move beyond typing prompts and understand how the whole system actually works. 💡What you’ll learn (fast): - Difference between AI and a regular program - Difference between Machine Learning and Deep Learning - How neural networks actually work - A practical learning plan: Python → Math → Data Science → ML → DL - How to practice? - When are you ready to apply for jobs in AI? - Other cool stuff that will help you on your journey! 😎 ⏰ Timestamps / Chapters (click to jump!) 🧠 Introduction to ML and DL 01:38 - How AI is different from a regular program? 02:42 - What is Machine Learning? 03:13 - What's the most common Machine Learning Approach in 2025? 03:38 - What's a Deep Learning Algorithm? 04:06 - What's a Neural Network? 04:28 - Why Do We Call Neural Networks "Deep"? (Layers) 05:20 - What is Meant by Training and Inference? 📊 Data Preparation 07:19 - Training Testing and Validation Data Split 08:14 - Samples, Features and Targets ⚠️ Problem Solving 09:00 - Classification, Regression and Clustering Problems 09:28 - What is Clustering? 09:51 - Supervised, Unsupervised and Reinforcement Learning 11:02 - Types of Neural Networks: CNNs, RNNs, Diffusion, Transformers 🛣️ Step by Step AI Learning Roadmap Checklist 12:19 - Learn Basics Python 12:50 - Learn Basics Data Science 13:06 - Learn Math: Probabilities, Matrices, Binary Logic, Predicate Logic 13:17 - Learn Machine Learning 13:43 - Learn Deep Learning 💡Final Advice 13:58 - How to practice? 14:34 - How do you know when you're ready to apply for jobs in AI? 15:14 - Download my AI Learning Checklist for Free 📚 Resources & Next Steps 1. Download AI Learning Checklist (Printable PDF Document): ✅ https://www.pythonsimplified.org/ai-learning-roadmap/ 2. Python Learning: ⭐ My Python Roadmap: https://youtu.be/wFEC7VbWBZo ⭐ My Python Beginners Playlist: https://www.youtube.com/playlist?list=PLqXS1b2lRpYTI2GUM66gNqt690svYsdsD ⭐ Pandas Beginners Guide: https://youtu.be/zN2Hua6oII0 ⭐ Make Graphs with Pandas: https://youtu.be/P4F3PzCMrtk ⭐ NumPy Arrays: https://youtu.be/lLRBYKwP8GQ ⭐ NumPy Operations: https://youtu.be/E1IPJOd7dWQ 3. AI Learning: ⭐ Neural Network Simply Explained: https://youtu.be/i1AqHG4k8mE ⭐ My AI & ML Simplified Playlist: https://www.youtube.com/playlist?list=PLqXS1b2lRpYTpUIEu3oxfhhTuBXmMPppA 💬 If you found this roadmap helpful, please comment where you’re starting from 💌 I’m building the full AI Engineer series to guide you step by step! 📢 This video was made in collaboration with Simplilearn. Thanks for supporting my educational content, allowing it to remain free for everyone! 💪💪💪 💳 Credits - Beautiful Icons by: flaticon.com - Beautiful graphics by: freepik.com #AI #ArtificialIntelligence #MachineLearning #DeepLearning #AIEngineer #Python