Decision Trees Explained Step by Step Numerical Example + Python Code Machine Learning Tutorial

🎥 Are you ready to master Decision Trees? In this comprehensive tutorial, we’ll walk through a step-by-step numerical example of how Decision Trees work in machine learning! Whether you're a beginner or an advanced learner, this video is designed to help you understand the core concepts behind Decision Trees and how to implement them using Python. Code: Github: [https://github.com/DeepKnowledge1/ml] Playlist :    • Machine Learning : From Basics to Advanced   What You'll Learn: 1. Introduction to Decision Trees: Understand what Decision Trees are and why they're widely used in classification and regression tasks. 2. Step-by-Step Numerical Example: Follow along as we build a Decision Tree from scratch using a simple dataset. We'll calculate entropy, information gain, and Gini impurity to split nodes effectively. 3. Python Implementation: Dive into practical coding with Python. We'll use libraries like `scikit-learn` to train a Decision Tree model, visualize it, and evaluate its performance. 4. Advanced Concepts: Explore overfitting, pruning, and how to tune hyperparameters for better results. Why Watch This Video? Beginner-Friendly: Clear explanations and visual aids make complex concepts easy to grasp. Hands-On Coding: Get your hands dirty with real Python code that you can reuse in your projects. SEO-Friendly Content: Keywords like "Decision Tree Python," "Machine Learning Tutorial," and "Numerical Example" ensure this video is easy to find. Perfect for All Levels: Whether you're new to machine learning or looking to deepen your understanding, this video has something for everyone. Who Should Watch? Beginners curious about machine learning algorithms. Intermediate learners wanting to solidify their knowledge of Decision Trees. Professionals seeking practical examples and Python implementation tips. Tools Used in the Video: Python Jupyter Notebook Libraries: `scikit-learn`, `pandas`, `numpy` Sample Dataset (included in the video) Don't Forget to Subscribe! If you found this video helpful, hit the subscribe button for more tutorials on machine learning, data science, and Python programming. Let's grow together! #DecisionTree #MachineLearning #PythonTutorial #DataScience #AI #AlgorithmExplanation