This Data Science Full Course 2025 by Intellipaat is your complete guide to becoming a Data Scientist, covering everything from the fundamentals of data science to advanced machine learning algorithms and real-world projects. Whether you are a beginner or looking to sharpen your skills, this free course will help you master the tools, techniques, and concepts required in today’s data-driven industry.
We begin with an introduction to data science, exploring its meaning, scope, and career opportunities. You’ll then learn the differences between Data Engineer, Data Scientist, and Data Analyst, followed by a step-by-step roadmap to build a successful career in data science. The course dives into Python for Data Science and powerful libraries like Pandas for data manipulation. You’ll also gain hands-on skills in data visualization with Matplotlib and Exploratory Data Analysis (EDA) to uncover insights from raw datasets.
Next, you’ll explore machine learning algorithms including Linear Regression, Logistic Regression, Support Vector Machines (SVM), Decision Trees, and Clustering with K-Means. Each concept is explained with practical examples to ensure you build strong foundations. You’ll also work on a Data Science Project Walkthrough to apply everything you’ve learned, followed by a complete guide to Data Science interview questions to help you crack top job roles. Finally, the course includes an MCP Server tutorial, expanding your technical toolkit for real-world applications. By the end of this course, you’ll have both the theoretical knowledge and practical experience to pursue a career as a Data Scientist, Data Analyst, or Machine Learning Engineer in 2025.
Below are the topics covered in Data Science Full Course 2025:
00:00:00 - Introduction to Data Science Full Course 2025
00:01:49– What is Data Science?
00:06:43 – Data Engineer vs Data Scientist vs Data Analyst
00:15:59 - Roadmap for Data Science
00:24:59 – Python for Data Science
00:27:40 – Pandas for Data Science
01:33:43 – Data Visualization with Matplotlib
02:24:07 – Exploratory Data Analysis (EDA)
03:03:05 – Machine Learning Types
03:14:31 – Linear Regression
06:31:35 – Logistic Regression
07:12:00 – Support Vector Machine (SVM)
07:13:43 – Decision Tree
07:16:13 – Clustering (K-Means)
08:11:30 – Data Science Project Walkthrough
09:32:05 – Data Science Interview Questions
10:37:20 – MCP Server Tutorial
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🔥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:
âś… 50+ Live interactive sessions across 7 months
âś… 218 Hrs Self-paced Videos
âś… 50+ Industry relevant Projects & Quizzes
âś… Live Classes from IIT Faculty & Industry Experts
âś… Certification from iHub IIT Roorkee & Microsoft
âś… 2 Days Campus Immersion at iHub IIT Roorkee
➡️ What’s Covered in This Program?
âś… Linux and Python Fundamentals
âś… Data Wrangling with SQL
âś… Python with Data Science
âś… Linear Algebra and Advanced Statistics
âś… Machine Learning and Prediction Algorithms
âś… Supervised and Unsupervised Learning in ML
âś… Deep Learning with TensorFlow
âś… Generative AI & Prompt Engineering
âś… Deploying Machine Learning Models on Cloud
âś… Data Visualization Tool Power BI
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📚For more information, please write back to us at sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930