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 sales@intellipaat.com or call us at IND: +91-7022374614 / US : 1-800-216-8930

YouTube

A comprehensive data science course covering the complete project lifecycle from business problem identification to model deployment. The course explains data science fundamentals through a practical example of supply chain optimization, demonstrates linear regression with detailed mathematical explanations, and provides a year-long roadmap for becoming a data scientist. Key topics include statistics, Python programming, exploratory data analysis, machine learning algorithms, and portfolio building through Kaggle competitions.

Data Science Full Course 2025 (FREE) | Intellipaat