AI Engineer | Day-15 | PCA | Dimensionality Reduction in Python #ai #python

AI Engineer | Day-15 | PCA | Dimensionality Reduction in Python #ai #python Welcome to Day 15 of my 30-Day AI Engineer Learning Series. In this video, we start working with real data using NumPy and Pandas, which are essential libraries for Data Analysis, Machine Learning, and AI development. 📚 Topics covered in this video • Understand PCA • Understand Dimensionality Reduction. • Create Simple Dataset • Prepare Data • Train Model • Predict • Visualize Model 💻 Hands-on Practice • Running code in Google Colab • Performing basic data operations 📂 GitHub Code Repository https://github.com/dotnetfullstackdev... 🚀 About this Series In this video, I share my complete 30 Day AI Engineer Roadmap. If you want to become an AI Engineer but don't know where to start, this series will guide you step by step. In this series we will learn AI from beginner to practical level in just 30 days. 📚 What you will learn in this roadmap: Day 1–5 : AI Fundamentals Day 6–10 : Python for AI Day 11–15 : Machine Learning Basics Day 16–20 : Deep Learning Concepts Day 21–25 : AI Tools & Real Projects Day 26–30 : AI Engineer Projects & Deployment This series is perfect for: • Developers • .NET Developers • Beginners in AI • Software Engineers • Students 🎯 My Goal: Learn AI step-by-step and become AI Engineer ready. Subscribe to follow the full 30 Day AI Learning Series. Upcoming Videos: Day 0 - Day 1 –    • AI Engineer | Day-1 | AI vs Machine Learni...   Day 2 –    • AI Engineer | Day-2 | Python for AI Engine...   Day 3 –    • AI Engineer | Day-3 | NumPy & Pandas Tutor...   Day 4 –    • AI Engineer | Day-4 | Data Visualization |...   Day 5 -    • AI Engineer | Day-5 | Machine Learning Mod...   Day 6 -    • AI Engineer | Day-6 | ML Model | Logistic ...   Day 7 -    • AI Engineer | Day-7 | Machine Learning Mod...   Day 8 -    • AI Engineer | Day-8 | Machine Learning Mod...   Day 9 -    • AI Engineer | Day 9 |  Model Evaluation in...   Day 10 -    • AI Engineer | Day-10 | Train/Test Split | ...   Day 11 -    • AI Engineer | Day-11 | Feature Engineering...   Day 12 -    • AI Engineer | Day-12 | ML Pipeline + Workf...   Day 13 -    • AI Engineer | Day-13 | Hyperparameter Tuni...   Day 14 -    • AI Engineer | Day-14 | Unsupervised Learni...   Day 15 -    • Video   #AIEngineer #ArtificialIntelligence #AIlearning #MachineLearning #AIroadmap 💡 Don’t forget to Like, Share & Subscribe to get notified for upcoming parts! 📌 Watch the full series of AI-900: Part 1:    • AI-900 - Azure AI Fundamentals | Microsoft...   part 2:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 3:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 4:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 5:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 6:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 7:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 8    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 9:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 10:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 11:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 12:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 13:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 14:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 15:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 16:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 17:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 18:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 19:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 20:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 21:    • AI-900 - Azure AI Fundamentals | Microsoft...   Part 22:    • AI-900 - Azure AI Fundamentals | Microsoft...   Best e-books: https://uthubster.gumroad.com/l/azure... https://ki-ideenfabrik.com/start#aff=... 💻 Recommended Laptop for Developers | programmers: https://amzn.to/48bxsgX https://amzn.to/46xmTSO https://amzn.to/4pvOEnm 🎧 Recommended Headphones: https://amzn.to/4nG9Jd6 https://amzn.to/3VvbC0a https://amzn.to/4gyrzfL ⌨️ Keyboards, Mouse & Monitors: https://amzn.to/3VuEUfp https://amzn.to/3Kdye2L https://amzn.to/4gBQteD https://amzn.to/4gBQteD https://amzn.to/46VmIC3 📚 Best Books for Developers: https://amzn.to/3IAPFtH https://amzn.to/4gHBj7C https://amzn.to/4nKIbn2 ⚠️ Disclosure: Some of the links above are affiliate links. This means that at no extra cost to you, I may earn a small commission if you purchase through them. Thank you for supporting the channel! 🙏 Blog Link: https://www.dotnetfullstackdeveloper.... #AI102 #MicrosoftCertification #AzureAI #ExamPrep #AzureCertification #MicrosoftAzure #CertificationPrep #AI102Questions #AI102Exam #LearnAzure