Top IT Courses For 2026 | Best Professional Technology Courses on YouTube | Online Full Courses For Beginners & Working Professionals | Intellipaat - Data Science Full Course 2025 (FREE) | Intellipaat

This Data Science Full Course for Beginners by Intellipaat is your all-in-one guide to mastering the core concepts, math, and practical tools used by professional data scientists. Begin with “What is Data Science?” and follow a step-by-step roadmap designed to help you become industry-ready. Understand the math behind Linear Regression, explore R-Squared metrics, and get hands-on with model implementation. Dive deep into essential algorithms like Logistic Regression, Support Vector Machines (SVM), Decision Trees, and K-Means Clustering with practical demos. You’ll also learn key Feature Engineering techniques, PCA, and LDA, must-have tools for dimensionality reduction and performance improvement. Complete with real-world hands-on practice, conceptual clarity, and interview questions to boost your job readiness, this course is a must-watch for anyone serious about entering the data science field in 2025. Below are the topics covered in Data Science Full Course 2025: 00:00:00 – Introduction to Data Science Course 00:01:31 – What is Data Science? 00:06:22 – Data Scientist Roadmap 00:17:23 – Intro to Linear Regression 00:19:15 – Math Behind Linear Regression 01:08:36 – R-Squared Metrics 01:41:58 – Hands-on: Linear Regression 03:34:02 – Logistic Regression 03:36:06 – SVM Algorithm 03:37:26 – Decision Tree Algorithm 03:40:16 – K-Means Clustering Explained 05:33:19 – K-Means Hands-on 06:57:49 – Feature Engineering Techniques 07:07:16 – PCA (Principal Component Analysis) 10:14:30 – LDA (Linear Discriminant Analysis) 10:59:44 – Interview Questions (Data Science) #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