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Welcome to the Data Science Full Course 2025 by Intellipaat, your complete beginner-friendly guide to mastering data science concepts, tools, and techniques from scratch. This course is designed to take you from the fundamentals to practical, hands-on implementation using Python. We begin by exploring what data science is and how it powers real-world decision-making. You’ll then learn Python for Data Science, diving deep into libraries like NumPy, Pandas, Matplotlib, and Seaborn for data manipulation, analysis, and visualization. Next, the course covers machine learning fundamentals, including Linear Regression, Logistic Regression, SVM, Decision Trees, and K-Means Clustering, with hands-on demonstrations to help you apply your knowledge effectively. You’ll also learn the math behind regression, understand key performance metrics like R-Squared, and explore essential feature engineering techniques to improve model performance. Whether you’re a beginner or aspiring data professional, this course helps you build the foundation to become a skilled Data Scientist in 2025. ➡️ Below are the topics covered in Data Science Full Course 2025: 00:00:00 - Introduction to Data Science 00:01:31 - What is Data Science? 00:06:55 - Python for Data Science 02:21:59 - Numpy 02:34:03 - Pandas 03:48:18 - Matplotlib 03:57:11 - Seaborn 04:08:18 - Linear Regression 04:57:39 - Math Behind Linear Regression 05:31:01 - R-Squared Metrics 07:23:05 - Hands-on: Linear Regression 07:25:09 - Logistic Regression 07:26:29 - SVM Algorithm 07:29:19 - Decision Tree Algorithm 09:22:22 - K-Means Clustering Explained 10:46:52 - K-Means Hands-on 10:56:19 - Feature Engineering Techniques #datasciencefullcourse #datasciencecourse #datasciencetraining #intellipaat 🔥Register for Intellipaat's Premium Data Science Course: https://intellipaat.com/data-scientist-course-training/ ➡️ About Data Science Course: This online Data Science course, in collaboration with iHUB, IIT Roorkee & Microsoft, will help you to elevate your Data Science career. In this course, you will master skills like Python, SQL, Statistics, Machine Learning, AI, Power BI & Generative AI, along with real-time industry-oriented projects. ➡️ Key Features: ✅ 50+ Live interactive sessions across 7 months ✅ 218 Hrs Self-paced Videos ✅ 50+ Industry relevant Projects & Quizzes ✅ Live Classes from IIT Faculty & Industry Experts ✅ Certification from iHub IIT Roorkee & Microsoft ✅ 2 Days Campus Immersion at iHub IIT Roorkee ➡️ What’s Covered in This Program? ✅ Linux and Python Fundamentals ✅ Data Wrangling with SQL ✅ Python with Data Science ✅ Linear Algebra and Advanced Statistics ✅ Machine Learning and Prediction Algorithms ✅ Supervised and Unsupervised Learning in ML ✅ Deep Learning with TensorFlow ✅ Generative AI & Prompt Engineering ✅ Deploying Machine Learning Models on Cloud ✅ Data Visualization Tool Power BI 📌 Do subscribe to Intellipaat channel & come across more relevant Tech content: https://goo.gl/hhsGWb ▶️ Intellipaat Achievers Channel: https://www.youtube.com/@intellipaatachievers 📚For more information, please write back to us at [email protected] or call us at IND: +91-7022374614 / US : 1-800-216-8930
