bit.ly/4cB2kaK Deploying ML on Cloud means choosing the right algorithms for the right problems—and in this Masterclass, we’ll show you how to build a Decision Tree model from scratch using Python and Scikit-learn. This session is perfect for beginners and intermediate learners looking to apply machine learning to a real-world healthcare use case like sleep disorder detection. You’ll learn how to train, evaluate, and visualise your model in a cloud-ready environment. Timestamp ⏱️ 00:00 - Intro to EDA and Model Preparation 02:21 - Splitting Data for Training and Testing 04:57 - Train-Test Split and Scaling 07:10 - Why Standardization Matters? 09:24 - Preprocess Data Efficiently 11:26 - Train Basic Decision Tree Model 13:43 - Model Evaluation with Metrics 16:20 - Visualize Predictions vs. Actuals 📌 What You’ll Learn: 1️⃣ What is a Decision Tree? 📌 Understand the core concept of decision trees, entropy, and information gain. 2️⃣ Building the Model in Python 📌 Step-by-step code walkthrough using Scikit-learn to train a decision tree classifier. 3️⃣ Model Evaluation 📌 Evaluate your model using accuracy, confusion matrix, precision, recall, and F1-score. 4️⃣ Visualizing the Decision Tree 📌 Learn how to plot and interpret the decision tree structure for deeper insights. Accelerate Your Career – Dive into Data Analytics with Cloud-Powered Solutions! The Postgraduate Program in Data Science and Analytics (PGA) is a 6-month course for graduates and professionals with under three years of experience. It offers 100% job assurance through 2,000+ hiring partners, 300+ learning hours, 25+ hands-on projects, and training in 10+ tools like Python, Power BI, and Tableau. With a 22.5 LPA highest salary and 52% average salary hikes, it equips learners to excel in data science and analytics careers. bit.ly/3Ff5Esb The Executive Post Graduate Program in Data Science and Artificial Intelligence (EPGP-DSAI) is an 11-month course designed for working professionals aiming to elevate their careers in data science and AI. The program offers comprehensive career support, including resume building, mock interviews, and access to an exclusive job portal, backed by 2,500+ hiring partners. Participants will engage in 300+ learning hours and gain proficiency with 35+ projects and tools such as Python, Power BI, and Tableau. With a proven record of 10,000+ career transitions and an average salary hike of 52%, this program equips learners to excel in data science and AI careers. bit.ly/4cB2kaK 📚 Books to Read on ML & Algorithms: 📌 Hands-On Machine Learning with Scikit-Learn – Aurélien Géron 📌 Introduction to Machine Learning with Python – Andreas C. Müller 📌 Machine Learning Yearning – Andrew Ng 🎬 Must-Watch Tech Documentaries: 📌 AlphaGo 📌 Coded Bias 📌 The Social Dilemma About Imarticus Learning Imarticus Learning is a leading education company, offering high-quality, industry-specific education via innovative technology, specialised training, career assistance, and mentorship from industry professionals. We have impacted over 10,00,000+ careers within a decade through leading-edge curriculums, highly experienced faculty, and over 3500+ global partnerships with leading institutions and corporations. We offer courses that prepare learners for successful careers in finance, banking, data science, analytics, management, marketing, and technology. ❇️ Key Highlights 12 Years Legacy | 1M+ Learners Impacted | #1 Education Provider in Finance | 8+ Years Legacy in Data Analytics | 85% Placement Record | 54% Average Salary Hike | 24 LPA Highest Salary 🏆 Awards & Accolades •⁠ ⁠Outstanding Education Company of the Year by ET Business Leaders 2024 •⁠ ⁠Best Education Provider in Finance by Elets World Education Summit 2024 •⁠ ⁠Outstanding Education Company for Data Science and Analytics at Observe Now's Education Leaders Conclave & Awards 2024 •⁠ ⁠⁠Recognized in GSV 150 as one of the World's Most Transformational Growth Companies in Digital Learning and Workforce Skilling (2024) •⁠ ⁠Awarded Innovative 21st Century Skills Solutions at Elets World Education Summit, Dubai •⁠ ⁠Best Certification Courses at the Indian Education Congress and Awards •⁠ ⁠Most Promising Digital Learning Platform Brands by siliconindia Magazine •⁠ ⁠Best Education Brand in Analytics by The Economic Times 🌐We're Very Social imarticus.org/ x.com/imarticus www.instagram.com/imarticus in.linkedin.com/company/imarticuslearning www.facebook.com/ImarticusLearning/ #DecisionTree #MachineLearning #PythonML #MLAlgorithms #DataScienceProject #DecisionTreeClassifier #ScikitLearn #PredictiveModeling #ImarticusLearning #MLBeginners #DataScienceTools #LearnPython

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