🔥Register for Intellipaat's Premium Data Science Course: https://intellipaat.com/data-scientist-course-training/
Welcome to Intellipaat’s Data Science Full Course 2025! Whether you’re completely new or looking to strengthen your skills, this data science tutorial for beginners is your one-stop guide. This data science course covers everything from the basics to advanced concepts, making it perfect for anyone who wants to start a career in data science. Dive into this data science free course and learn the essential skills required to become a successful data scientist.
In this comprehensive data science course, you’ll explore Python programming, data manipulation, machine learning, data visualization, and more. Our experts bring you this data science full course with a focus on practical, real-world applications. If you're looking for a data science training that is beginner-friendly and packed with industry insights, this is the perfect start!
The following are the topics covered in the Data Science Full Course:
00:00:00 - Introduction to Data Science Course
00:04:12 - Introduction to Data Science
00:11:24 - Statistics & Probability for Data Science
01:40:12 - Basics of Machine Learning
01:47:03 - Introduction to Linear Regression
02:36:48 - Mathematics Behind Linear Regression
03:09:32 - R-Squared and Adjusted R-Squared
05:03:17 - Understanding the Classification Problem Setting
05:10:01 - Logistic Regression Mathematical Intuition
05:22:39 - Example of a Classification Problem
05:38:26 - Implementation of Logistic Regression Algorithm Using Python
06:15:57 - Confusion Matrix
06:23:38 - Classification Curve (Finding Best Fit)
06:48:23 - Logistic Regression Project Hands-On Continuation
07:36:18 - Logic Behind Decision Trees
07:43:56 - Gini Impurity
07:50:57 - Calculating Gini Impurity on a Sample Dataset
08:07:04 - Hands-on Implementation
08:53:42 - Understanding K-Means Algorithm
09:24:18 - Possible Values in K-Means
09:26:55 - Generalising 'n' Data Points
09:30:20 - What is WCSS?
09:48:19 - What is the Elbow Method?
09:52:49 - Dunn’s Index Method
10:00:31 - Silhouette Score
10:09:09 - Priority of Methods
10:18:55 - Data Science Interview Questions
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➡️ 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
🔥 Learn more at: https://bit.ly/Data-Science-course
🔥🔥 Interested in Attending Live Classes? Call Us: IND: +91-7022374614 / US: 1-800-216-8930