AI for Beginners 😎 Supervised Learning Classification (Full Practical Guide)
🌟 Welcome to AI for Beginners – your ultimate guide to mastering Supervised Learning Regression with hands-on practice, easy-to-follow steps, and plenty of real-world examples! 📊🤖✨
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⭐️ Timestamps ⭐️
00:00 - Trailer
00:12 - Intro
00:51 - Project intro
01:00 - Demo of this episode
02:31 - What is Classification
01:00 - Quick demo
02:55 - Setup
05:02 - Code/Showing dataset
05:44 - Importing Libraries
06:40 - Data preprocessing
09:27 - Splitting dataset
10:47 - Missing data = new explanation
15:14 - Train Test Split
17:55 - Training the Decision Tree Model
18:04 - Decision Tree Explanation
18:53 - Decision Tree code
20:18 - Prediction
23:24 - Predictions on test data
26:41 - Evaluation
26:49 - Confusion matrix explanation
27:48 - Confusion matrix code
29:58 - Recap
30:33 - Outro
Let’s dive in and unlock the power of data together! 🚀📈💡 #MachineLearning #AIForBeginners #DataScience
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