bit.ly/4cB2kaK Deploying ML on Cloud starts with one of the most critical steps in any project: data preprocessing. In this Masterclass, learn how to clean, transform, and prepare a real-world sleep disorder dataset for machine learning. From handling missing values to encoding variables and scaling features, this session walks you through practical techniques to ensure your ML models perform accurately and reliably in a cloud-based pipeline. Timestamp ⏱️ 00:00 - Intro to Sleep Disorder Prediction 02:11 - Importing Data with read_csv 04:18 - Handling Strings and Missing Values 06:31 - Replace Missing Values & Drop IDs 08:44 - Data Cleaning & Column-Level Operations 11:05 - Feature Engineering: BP & Categorical Data 15:37 - Analyze & Encode Categorical Data 📌 What You’ll Learn: 1️⃣ Understanding the Dataset 📌 Overview of key features, target variables, and the structure of the sleep disorder dataset. 2️⃣ Handling Missing & Noisy Data 📌 Techniques for identifying and treating missing values and inconsistencies. 3️⃣ Encoding Categorical Variables 📌 Learn how to convert text labels into numerical values using Label Encoding & One-Hot Encoding. 4️⃣ Feature Scaling & Normalization 📌 Apply standardization and normalization techniques to prepare data for ML algorithms. Master Data Analytics in the Cloud – Stay Ahead in the Fast-Paced Data Industry! 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 Handling: 📌 Data Preparation for Machine Learning – Jason Brownlee 📌 Python for Data Analysis – Wes McKinney 📌 Machine Learning Yearning – Andrew Ng 🎬 Must-Watch Tech Documentaries: 📌 The Human Face of Big Data 📌 Coded Bias 📌 The Mind, Explained 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/ #DataPreprocessing #SleepDisorderDataset #MachineLearning #HealthcareData #DataScienceProject #MLForBeginners #CleanData #PythonML #DataCleaning #FeatureEngineering #ImarticusLearning #DataScienceTools

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