Linear Algebra For Data Science And Machine Learning | Linear Algebra Tutorial | Simplilearn

Wed, 11 Mar 2026 12:08:00 +0000

🔥Data Scientist Masters Program (Discount Code - YTBE15) - https://www.simplilearn.com/data-science-course?utm_campaign=SioiFuMRiv4&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥IITK - Professional Certificate Course in Data Science (India Only) - https://www.simplilearn.com/iitk-professional-certificate-course-data-science?utm_campaign=SioiFuMRiv4&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥Microsoft Azure - Data Analyst Course - https://www.simplilearn.com/in/data-analyst-course?utm_campaign=SioiFuMRiv4&utm_medium=DescriptionFirstFold&utm_source=Youtube
🔥Data Scientist Masters Program (Discount Code - YTBE15) - https://www.simplilearn.com/data-science-course?utm_campaign=SioiFuMRiv4&utm_medium=DescriptionFirstFold&utm_source=Youtube
In this Lines Algebra for Data Science video we will discuss how you can unlock the power of data science and machine learning with a solid foundation in linear algebra! In this comprehensive video, we delve into the essential concepts and applications of linear algebra that are critical for data scientists and machine learning practitioners. You’ll learn about vectors, matrices, eigenvalues, and eigenvectors, and how these mathematical structures are used in algorithms for data processing, dimensionality reduction, and model optimization. Whether you're a beginner or looking to deepen your understanding, this video offers clear explanations, practical examples, and real-world applications to help you master the mathematical tools necessary for advanced data analysis and predictive modeling. Join us and enhance your skill set to tackle complex data challenges with confidence!

00:00 Introduction
02:34 Concepts of Linear Algebra
10:26 Linear System of Equations
16:38 Matrix and it's operations
29:49 Vectors and its properties

✅Is linear algebra used in data science?
Matrix operations form the cornerstone of linear algebra, providing essential tools for manipulating and analyzing data in machine learning. In this section, we explore key matrix operations, including multiplication, transpose, inverse, and determinant, along with their significance and applications.

✅What linear algebra is needed for machine learning?
Linear algebra is the math behind machine learning. It lets you represent data, perform key operations on it, and understand complex algorithms like neural networks. Basically, it's the language machines use to learn from data.

✅What maths is required for data science and machine learning?
The core math for data science and machine learning involves three main areas:

Linear Algebra: This underpins data manipulation, algorithm implementation, and understanding complex models.
Statistics: It's essential for analyzing data, drawing inferences, and building effective models.
Calculus: It helps optimize machine learning algorithms and understand their behavior.

✅Subscribe to our Channel to learn more about the top Technologies: https://youtube.com/@UCsvqVGtbbyHaMoevxPAq9Fg

#LinearAlgebra #DataScience #ArtificialIntelligence #MachineLearning #2024 #Simplilearn

⏩ Check out More AI Videos By Simplilearn: https://www.youtube.com/watch?v=ad79nYk2keg&list=PLEiEAq2VkUULyr_ftxpHB6DumOq1Zz2hq&pp=gAQBiAQB

➡️ About Artificial Intelligence Engineer

This Artificial Intelligence Engineer course Created in partnership with IBM, this course introduces students to blended learning and prepares them to be AI and Data Science specialists. In Armonk, New York, IBM is a significant cognitive service and integrated cloud solution firm that provides many technology and consulting solutions.

IBM is a leader in AI and Machine Learning technology verticals for 2021. This AI masters course will prepare students for Artificial Intelligence and Data Analytics careers.

✅ Key Features

- Add the IBM Advantage to your Learning
- 25 Industry-relevant Projects and Integrated labs
- Immersive Learning Experience
- Simplilearn's JobAssist helps you get noticed by top hiring companies

✅ Skills Covered

- ChatGPT
- Flask
- Matplotlib
- django
- Python
- Numpy
- Pandas
- SciPy
- Keras
- OpenCV
- And Many More…

👉 Enroll Now: https://www.simplilearn.com/professional-aiml-program?utm_campaign=09June24LinearAlgebra&utm_medium=Description&utm_source=youtube

🔥🔥 *Interested in Attending Live Classes? Call Us:* IN - 18002127688 / US - +18445327688
✅ Inspiring Success Stories of Simplilearn's Learners: https://www.simplilearn.com/reviews?utm_campaign=09June24LinearAlgebra&utm_medium=Description&utm_source=youtube