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Begin your Data Science journey with a complete walkthrough of essential concepts and hands-on techniques. The session starts with an Introduction to Data Science, explaining what Data Science is and why it matters today. You’ll then build your foundation with Python for Data Science, followed by deep dives into core libraries like NumPy, Pandas, Matplotlib, and Seaborn for data manipulation and visualization. Next, explore important Machine Learning algorithms, starting with Linear Regression, the math behind it, and R-Squared metrics to measure model performance. You’ll also work on a hands-on Linear Regression project, reinforcing practical understanding. The video then moves into classification and advanced algorithms including Logistic Regression, SVM, and the Decision Tree Algorithm. For unsupervised learning, it covers K-Means Clustering, along with a full K-Means hands-on session to solidify learning. The roadmap wraps up with essential Feature Engineering techniques, giving you the skills needed to prepare high-quality data for real-world Machine Learning projects. A complete overview designed to make you job-ready in Data Science! ➡️ Below are the topics covered in Data Science Full Course 2026: 00:00:00 - Introduction to Data Science 00:01:24 - What is Data Science? 00:06:48 - Python for Data Science 02:21:52 - Numpy 02:33:56 - Pandas 03:48:11 - Matplotlib 03:57:04 - Seaborn 04:08:11 - Linear Regression 04:57:32 - Math Behind Linear Regression 05:30:54 - R-Squared Metrics 07:22:58 - Hands-on: Linear Regression 07:25:02 - Logistic Regression 07:26:22 - SVM Algorithm 07:29:12 - Decision Tree Algorithm 09:22:15 - K-Means Clustering Explained 10:46:45 - K-Means Hands-on 10:56:12 - 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
