What Is Decision Tree Pruning And How Does It Fight Overfitting? - AI and Machine Learning Explained скачать в хорошем качестве

What Is Decision Tree Pruning And How Does It Fight Overfitting? - AI and Machine Learning Explained

What Is Decision Tree Pruning And How Does It Fight Overfitting? Have you ever wondered how decision trees can be optimized to better perform on new data? In this informative video, we'll explain the concept of decision tree pruning and why it plays a vital role in machine learning. We'll start by discussing what overfitting is and how it affects the accuracy of decision tree models. Next, we'll introduce the idea of pruning and how it helps simplify complex trees by removing unnecessary branches. You'll learn about the two main types of pruning: pre-pruning, which prevents the tree from growing too large initially, and post-pruning, which refines the tree after it has been fully grown. We’ll also cover how pruning improves model interpretability and reduces the influence of noise in the data, making predictions more reliable. Additionally, we’ll explore practical applications where pruning enhances model performance, such as image recognition and decision-making tools. Understanding these techniques is essential for anyone interested in developing models that are both efficient and easy to understand. Whether you're a student, data scientist, or AI enthusiast, this video will give you a clear overview of how pruning helps create more effective decision trees. Subscribe to our channel for more insights into AI and machine learning techniques! ⬇️ Subscribe to our channel for more valuable insights. 🔗Subscribe: https://www.youtube.com/@AI-MachineLe... #DecisionTree #MachineLearning #DataScience #AI #Overfitting #ModelOptimization #Pruning #DataAnalysis #AIModels #PredictiveModeling #MLTechniques #DataMining #ArtificialIntelligence #ModelSimplification #MLTools About Us: Welcome to AI and Machine Learning Explained, where we simplify the fascinating world of artificial intelligence and machine learning. Our channel covers a range of topics, including Artificial Intelligence Basics, Machine Learning Algorithms, Deep Learning Techniques, and Natural Language Processing. We also discuss Supervised vs. Unsupervised Learning, Neural Networks Explained, and the impact of AI in Business and Everyday Life.