#5 Decision Tree Classifier: Working, Math & Implementation | Machine Learning Lecture
Автор: AI martians
Загружено: 2025-04-03
Просмотров: 86
📌 Decision Tree Classifier: Working, Math & Implementation | Machine Learning Lecture
🔍 About This Video:
Welcome to this in-depth lecture on Decision Tree Classification! In this video, we’ll break down the fundamentals of the decision tree classifier, explore its mathematical intuition, architecture, and demonstrate its implementation in Python. We’ll also introduce Kaggle as a valuable resource for datasets to practice decision tree classification.
📖 What You’ll Learn in This Video:
✅ What is a Decision Tree Classifier?
✅ Understanding Decision Tree Splitting (Entropy & Gini Index)
✅ Mathematical Concept Behind Decision Tree Classification
✅ Architecture of a Decision Tree Model
✅ How to Implement Decision Tree Classifier in Python
✅ Introduction to Kaggle for Finding Datasets
✅ Hands-on Example & Code Walkthrough
📄 Lecture Notes: https://drive.google.com/file/d/14I1C...
💻 Google Colab Notebook: https://colab.research.google.com/dri...
🔥 Why Watch This Video?
This video is perfect for beginners, students, and AI enthusiasts who want to develop a strong understanding of Decision Tree Classification. If you’re learning machine learning, mastering decision trees is crucial for building powerful classification models!
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#MachineLearning #DecisionTree #DataScience #AI #ML #DeepLearning #Python #ArtificialIntelligence
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