Data Science Full Course 2025 (FREE) | Intellipaat

Wed, 11 Mar 2026 11:45:09 +0000

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)

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🔥Register for Intellipaat's Premium Data Science Course: https://intellipaat.com/data-s....cientist-course-trai

➡️ 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

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