bit.ly/4cB2kaK Deploying ML on Cloud becomes more impactful when solving real-world problems—and in this Masterclass, we introduce a full-scale machine learning project focused on sleep disorder detection using real patient data. This session walks you through the project pipeline from data understanding to model deployment, and sets the stage for a hands-on ML journey in the healthcare domain. Ideal for portfolio building, academic projects, or cloud-based implementation. Timestamp ⏱️ 00:00 - Intro to Sleep Disorder Prediction 01:45 - Data Overview & Classification Task 03:34 - Libraries for Preprocessing and Visualization 05:23 - Create Conda Environment and Jupyter Kernel 07:32 - Install IPY Kernel for Jupyter 09:31 - Add Disorder Prediction Kernel 11:28 - Configure Jupyter for the Project 13:46 - Set Up ML Tools in Notebook 📌 What You’ll Learn: 1️⃣ Problem Statement & Objective 📌 Understand the impact of sleep disorders and how ML can assist in early detection and diagnosis. 2️⃣ Dataset & Preprocessing 📌 Explore the features of the dataset used, how to clean, transform, and prepare it for modeling. 3️⃣ ML Model Selection & Training 📌 Get an overview of the classification models used (e.g., Random Forest, SVM) and how they’re trained. 4️⃣ Evaluation & Deployment 📌 Learn how to evaluate model performance using accuracy, precision, recall, and how to prepare it for deployment. From Cloud to Career – Unlock High-Paying Roles with Cloud-Based Data Analytics! 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 & Data Science: 📌 Hands-On Machine Learning with Scikit-Learn – Aurélien Géron 📌 Deep Learning – Ian Goodfellow 📌 Data Science from Scratch – Joel Grus 🎬 Must-Watch Tech Documentaries: 📌 The Mind, Explained (Netflix) 📌 Coded Bias 📌 Data Science Pioneers 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/ #MachineLearning #SleepDisorderDetection #MLProject #DataScience #PythonProjects #HealthTech

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