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Linear Algebra Courses

Linear algebra is one of the fundamental branches of mathematics that deals with studying linear equations and their representation in the vector space using matrices.

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Overview of Learning Linear Algebra Courses with upGrad

Linear Algebra is a requirement in data science, machine learning, or advanced analytics. upGrad offers hands-on, beginner-to-advanced learning for linear algebra, whether you’re looking for a course on linear algebra, you’re interested in solutions, or you’d like to find the best linear algebra course for machine learning.

You’ll also find specializations like linear algebra, Python courses, Stanford-style linear algebra programs, and combined tracks such as linear algebra and differential equations courses. With real-world applications and hands-on learning, upGrad provides the ideal linear algebra full course experience, designed for tech careers of today and tomorrow.

Why Learning Linear Algebra is Crucial in 2025

  • Core to data science, machine learning, and AI applications
  • Builds the foundation for deep learning and neural networks
  • Essential for solving systems, transformations, and optimizations
  • Required for roles in research, analytics, and scientific computing
  • Bridges concepts between mathematics, statistics, and coding with Python

Who Should Take Linear Algebra Online Courses

  • Students starting with a first course in linear algebra or its solutions
  • Engineers and scientists revisiting core mathematical foundations
  • Python learners aiming to master linear algebra in Python
  • Data science and AI aspirants choosing the best course for linear algebra
  • ML enthusiasts looking for the best linear algebra course for machine learning
  • Professionals exploring advanced concepts like linear algebra and differential equations

What Will You Learn in upGrad’s Linear Algebra Online Courses?

upGrad offers a broad variety of data science online courses, aiming to provide the skills that are highly sought after in the industry, such as linear regression, one of the fundamental methods in predictive analytics.

If you are pursuing a full degree course or exploring free data science courses, you can be assured that upGrad offers practical training in linear regression during the course itself. 

Among the highly rated programs that include courses on linear algebra are:

Topics You’ll Learn in Linear Algebra Courses from upGrad

  • Matrix algebra and operations (transpose, inverse, rank)
  • Vectors, vector spaces, linear transformations
  • Eigenvalues and eigenvectors, crucial for ML algorithms
  • Systems of linear equations and their solutions
  • Applications of linear algebra in Python
  • Introduction to differential equations with linear algebra
  • Real-world case studies: data science, machine learning, and engineering
  • Foundational prep for a first course in linear algebra solutions
  • Techniques used in the best course for linear algebra or ML tracks

Data Science Course Instructors

Learn From The Best

Learn Data Science fundamentals from expert instructors who help you excel in your careers by imparting cutting-edge analytics and machine learning skills.

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Instructors

10

Industry Experts

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Prof. Paulo Lisboa

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Head of Dept - Applied Mathematics

Studied mathematical physics at LU and was the chairman of Industrial Mathematics at KMJU in 1996 and Head of Graduate School in 2002 

LJMU Profile
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Prof. G. Srinivasaraghavan

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Professor

Prof. Srinivasaraghavan has a PhD in Computer Science from IIT-K and 18 years of experience with Infosys and several other MNCs. 

IIITB Profile
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Prof. Dhiya Al-Jumeily

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Professor - Artificial Intelligence

A senior member of the IEEE and a chartered IT Professional, he is a fellow of the UK Higher Education ACademy 

LJMU Profile
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Dr. Gabriela Czanner

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Faculty - Engineering and Technology

A Senior lecturer at Department of Applied Mathematics at LJMU. Her research focus is advanced statistics for decision support 

LJMU Profile
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Chandrashekar Ramanathan

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Dean Academics

Prof. Chandrashekar has a PhD from Mississippi State University and experience of over 10 years in several multinational organisations. 

IIITB Profile
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Dr. Atif Waraich

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Faculty - Computer Science

A Senior faculty of Engineering and Technology at LJMU who has multiple publications in the health care domain 

LJMU Profile
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Tricha Anjali

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Ex-Associate Dean

Prof. Anjali has a PhD from Georgia Institute of Technology as well as an integrated MTech (EE) from IIT Bombay. 

LinkedIn ProfileLinkedin
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Debabrata Das

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Director, IIITB

Dr. Debabrata Das is Director of IIITB. He has received his PhD from IIT-KGP. His main areas of research are IoT and Wireless Access Network 

IIITB Profile

Data Science Projects

Learn by Doing

Our data science online certification programs have projects to apply theoretical knowledge in practical scenarios, helps you to tackle real-world problems.

16+

Industry projects to choose from

Slide 1 of 17

In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to analyse the patterns present in the data. This will ensure that the applicants are capable of repaying the loan are not rejected.

Data Visualisation

Data Analysis

Data Interpretation

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Credit EDA Assignment

In this assignment, you will work for a consumer finance company which specialises in lending various types of loans to urban customers and use EDA to… Know More

Skills learned

Data Cleaning

Data Visualisation

Data Analysis

Data Interpretation

MySQL Queries

Data Manipulation

Data Analysis

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RSVP Case Study

In this assignment, you will work on a movies dataset using SQL to extract exciting insights about popular films and the factors that drive a film. 

Skills learned

MySQL

MySQL Queries

Data Manipulation

Data Analysis

ML Modelling

Model Evaluation

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Bike Sharing Assignment

Build a regression model to understand the factors on which the demand for bike sharing systems vary on and help a company optimise its revenue. 

Skills learned

Linear Regression

ML Modelling

Model Evaluation

In this case study, the company requires you to build a machine learning classification model wherein using some demographics and behavioral data of the leads (potential buyers), it will be able to identify the ones most likely to convert.

Decision Trees

Classification

ML Modelling

Model Evaluation

Business Problem Solving

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Lead Scoring Case Study

In this case study, the company requires you to build a machine learning classification model wherein using some demographics and behavioral data of t… Know More

Skills learned

Logistic Regression

Decision Trees

Classification

ML Modelling

Model Evaluation

Business Problem Solving

Telecom companies often face the problem of churning customers due to the competitive nature of the industry. Help a telecom company identify customers that are likely to churn and make data-driven strategies to retain them from the perspective of a business analyst.

Tree Models

Model Selection

Feature Engineering

Classification

ML Modelling

Model Evaluation

Business Problem Solving

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Model Selection Case Study - Telecom Churn

Telecom companies often face the problem of churning customers due to the competitive nature of the industry. Help a telecom company identify customer… Know More

Skills learned

Logistic Regression

Tree Models

Model Selection

Feature Engineering

Classification

ML Modelling

Model Evaluation

Business Problem Solving

Telecom companies often face the problem of churning customers due to the competitive nature of the industry. Help a telecom company identify customers that are likely to churn and make data-driven strategies to retain them from the perspective of a data scientist.

Tree Models

Boosting

Model Selection

Regularization

Feature Engineering

Classification

ML Modelling

Model Evaluation

Business Problem Solving

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Advanced ML Case Study - Telecom Churn

Telecom companies often face the problem of churning customers due to the competitive nature of the industry. Help a telecom company identify customer… Know More

Skills learned

Logistic Regression

Tree Models

Boosting

Model Selection

Regularization

Feature Engineering

Classification

ML Modelling

Model Evaluation

Business Problem Solving

Lexical Processing

Regex

POS Tagging

Dependency Parsing

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Syntactic Processing Assignment

Use the techniques such as POS tagging and Dependency parsing to extract information from unstructured text data. 

Skills learned

Natural Language Processing

Lexical Processing

Regex

POS Tagging

Dependency Parsing

Sqoop

Redshift

Spark

ETL Pipeline

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ETL Project

Make use of Sqoop, Redshift & Spark to design an ETL data pipeline. 

Skills learned

AWS

Sqoop

Redshift

Spark

ETL Pipeline

Analyse movie data from the past 100 years and find out various insights to determine what makes a movie do well. Use data manipulation, slicing, and various other dataframe operations to successfully find usable insights from the movies.

Data Processing

Data Visualisation

Data Analysis

Dashboarding

Data Storytelling

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IPL Visualization Assignment

Analyse movie data from the past 100 years and find out various insights to determine what makes a movie do well. Use data manipulation, slicing, and … Know More

Skills learned

Tableau/Power BI

Data Processing

Data Visualisation

Data Analysis

Dashboarding

Data Storytelling

Linear Regression

ML Model Evaluation

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Advanced Regression

Build a regularized regression model to understand the most important variables to predict 

Skills learned

ML Modeling

Linear Regression

ML Model Evaluation

Hadoop

MapReduce Programming

mrjob

Linux

Sqoop

Apache HBase

SQL

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MapReduce Programming Assignment

Perform MapReduce Programming in a big data environment on a large dataset. 

Skills learned

AWS

Hadoop

MapReduce Programming

mrjob

Linux

Sqoop

Apache HBase

SQL

Big Data with Spark

PySpark

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Big Data Case Study

Understand how a big data project in the industry is taken up and solved through a comprehensive big data case study on cloud. 

Skills learned

AWS

Big Data with Spark

PySpark

Python

Data Analysis

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SQL & Python Lab

Solve intensive programming questions in a competitive lab environment to showcase and evaluate your SQL and Python coding skills. 

Skills learned

SQL

Python

Data Analysis

Understand the factors that drive the Airbnb business and help the team leads tackle problems and bottlenecks through extensive data analysis on UI tools.

Data Storytelling techniques

Data Visualisation

Tableau

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Airbnb Case Study

Understand the factors that drive the Airbnb business and help the team leads tackle problems and bottlenecks through extensive data analysis on UI to… Know More

Skills learned

Data Analysis

Data Storytelling techniques

Data Visualisation

Tableau

Spark

Spark Streaming

Apache Kafka

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Retail Project

Build an end-to-end real-time data processing application using Spark Streaming and Kafka. 

Skills learned

AWS

Spark

Spark Streaming

Apache Kafka

Domain understanding

Data Analysis

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Business Case Study

Understand how data projects are taken up in the industry and implement the steps required to successfully manage and complete a data project. 

Skills learned

Business Problem Solving

Domain understanding

Data Analysis

In this assignment, you will build a complete neural network using Numpy. You will implement all the steps required to build a network - feedforward, loss computation, backpropagation, weight updates etc. You will use the MNIST dataset to train your model to classify handwritten digits between 0-9.

Neural Networks

PyTorch

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NN Assignment

In this assignment, you will build a complete neural network using Numpy. You will implement all the steps required to build a network - feedforward, … Know More

Skills learned

Deep Learning

Neural Networks

PyTorch

Career Paths After Completing a Linear Algebra Course

After gaining in-demand skills through a Linear Algebra course, you'll be well-prepared to step into high-growth roles across data science, machine learning, and analytics domains. Whether you're just starting or advancing your career, mastering linear algebra opens the door to a wide range of opportunities where you can apply your knowledge to real-world problems and make a meaningful impact.

Here are some popular career paths you can apply for:

  • Data Analyst: ₹4 to ₹9 LPA
  • Business Analyst: ₹6 to ₹13 LPA
  • Data Scientist: ₹7 to ₹17 LPA
  • Data Engineer: ₹6 to ₹14 LPA
  • Product Analyst: ₹8 to ₹16 LPA
  • Analytics Consultant: ₹11 to ₹18 LPA
  • Statistician: ₹3 to ₹8 LPA 
  • Quantitative Analyst (Quant): ₹12.5 - 24 LPA
  • Actuary: ₹5 - ₹26.3 LPA
  • Statistician: ₹3 - ₹8 LPA

Source: Glassdoor

Placements in Data Science Courses

Our Placement Numbers

Excel in data-driven careers with our certification in Data Science, boasting a high rate of successful student placements. Get hired by top companies.

57%
Average Salary Hike
₹1.23 Cr
Highest Salary Offered
6000+
Career Transitions
300+
Hiring Partners

Top Recruiters

Tech Mahindra
Amazon
Tata
Wipro
Microsoft
TCS
Infosys
Flipkart
IBM
HDFC Bank
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Success Stories

What Our Learners Have To Say

Slide 1 of 5

upGrad's student mentor played a very importany role in my learning journey

upGrad's student mentors played a crucial part in my learning journey. I followed them and they helped a lot in clarifying my queries related to my online data science course. They also gave me placement assistance as a part of my data science course, where they perfectly guide you on how to start a career as a Data Analyst.

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Abhinay Bandaru

Product Analyst, Head Infotech

3 Years of Experience

The upGrad's placement drive helped me to secure a job in MNC

My online data science course's content was so well-structured that it helped me grasp concepts that were entirely new to me. Thanks to upGrad's placement drive, I was able to secure a job at Kantar Analytics.

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Bhagvathi

Data Analyst, Kantar

1 Year of Experience

Additional benifits of upGrad helped a lot in terms of gaining practical exposure

upGrad's online data science courses are truly amazing. The mentorship through industry veterans, BaseCamps, and student mentors makes the programme extremely engaging. I Would definitely endorse the data science programme for its rich content and comprehensive approach to Data Science.

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Moulik Srivastava

Technology Project Manager & Commercial Strategy Associate, Victory Farms

5 Years of Experience

Being online, it was like a university experience

Learning with upGrad for my data science course was like going back to University for me. Their data science certification, career support and mentorship calls really helped me switch to a career in the field of Data Science.

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Atul Agarwal

Data Scientist, Scaler

7 Years of Experience

Structured and easy curriculumn

The curriculum of the data science online course is very structured and easy to consume. The mock calls and encouraging words from the CEO before my interview were extremely encouraging. One of the best online data science course there is in the market

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Aishwarya Ramachandran

News Analyst, Thomson Reuters

6 Years of Experience

Data Science Free Courses

Start Learning For Free

Begin your Data Science journey with our free introduction to data analytics courses, a perfect starting point for analytical upskilling.

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Artificial Intelligence in the Real World

Free Certificate

Artificial Intelligence in the Real World

This free AI course delves into AI's diverse industry applications, providing insights into its pivotal role across various sectors.

7 Hours

Case Study using Tableau, Python and SQL

Free Certificate

Case Study using Tableau, Python and SQL

This course will help you apply your knowledge in SQL, Python and Tableau to come up with a business solution for the churn problem faced by businesses.

10 Hours

Introduction to Tableau

Free Certificate

Introduction to Tableau

Learn how you can transform data into actionable insights by conducting data analysis and visualise it using various chart types in Tableau

8 Hours

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Free Certificate

Data Science in E-commerce

Learn about price optimisation, market mix modelling, A/B testing and other key skills used to make data-driven decisions in the E-commerce sector

13 Hours

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Free Certificate

Introduction to Natural Language Processing

Uncover the basics of NLP and other topics like RegEx for building tools for Spam Detection, Phonetic Hashing and Spell Correction in this introductory course

11 Hours

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Free Certificate

Fundamentals of Deep Learning of Neural Networks

Learn about cutting-edge ML models like Artificial Neural Networks or ANNs and various other concepts related to Deep Neural Network in this beginner-friendly course

28 Hours

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Free Certificate

Linear Algebra for Analysis

Learn about vectors, linear transformations, matrices, eigenvalues and eigenvectors in Linear Algebra as you build a solid foundation for analytics with this course

5 Hours

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Free Certificate

Advanced SQL: Functions and Formulas

Improve your understanding of SQL as you learn about window functions, partitioning, query optimisation, case statements, stored functions & more in this course

11 Hours

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Free Certificate

Introduction to Database Design with MySQL

Learn all about database design and the basics of MySQL using MySQL Workbench in this beginner-friendly course

8 Hours

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Free Certificate

Hypothesis Testing Crash Course

Learn about the various types of hypotheses, Decision-making criteria, critical value and p-value methods for testing Hypothesis.

11 Hours

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Free Certificate

Basics of Inferential Statistics

This data analytics course will help you learn how to use a random sample data to describe and make inference about the population.

15 Hours

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Free Certificate

Unsupervised Learning: Clustering

Learn the fundamentals of clustering in unsupervised learning as you introduce yourself to Clustering, K-Means Clustering Hierarchical Clustering, and its execution

11 Hours

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Free Certificate

Logistic Regression for Beginners

The course covers the concept of Logistic Regression and its applications in the industry.

17 Hours

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Free Certificate

Linear Regression - Step by Step Guide

Learn the basics of simple and multiple linear regression, and their relevance in various industries.

21 Hours

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Free Certificate

Learn Python Libraries: NumPy, Matplotlib and Pandas

Learn about the three most important and popular Python libraries for handling data: NumPy, Matplotlib and Pandas.

15 Hours

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Free Certificate

Learn Basic Python Programming

Solve coding questions based on Lists, Strings and other data structures like tuples, sets and dictionary to improve your problem solving abilities with Python

12 Hours

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Free Certificate

Programming with Python: Introduction for Beginners

Learn about control statements, basic data structures, and OOP concepts in Python programming with this beginner-friendly course

13 Hours

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Free Certificate

Exploratory Data Analysis in Excel

Learn to formulate key business strategies, optimise resources and take key decisions to solve any business problem in this introductory course

15 Hours

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Free Certificate

Analyzing Patterns in Data and Storytelling

Learn the real-world applications of data analytics by analysing data patterns, documenting insights, and visualising data to tell a story

6 Hours

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Free Certificate

Introduction to Data Analysis using Excel

This beginner-friendly course will help you in develop skills required to analyse large datasets and generate business relevant insights using Excel

9 Hours

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Data Science Blogs

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42 Exciting Python Project Ideas & Topics for Beginners in 2023 [Latest]

Read this guide to learn 42 exciting Python project ideas for beginners that answer some of the most frequently asked queries regarding Python projects.

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13 Interesting Data Structure Project Ideas and Topics For Beginners [2023]

Check out this guide on the 13 Interesting Data Structure Project Ideas and Topics For Beginners and learn how to implement the knowledge of data structures in developing amazing beginner projects.

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Excel Free Online Course with Certification [2023]

Learn Excel for free with our online course in 2023 and earn a valuable certification. Master essential Excel skills from home and boost your career today!

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Top 18 Python Pattern Programs You Must Know About

We’ve sorted a list of multiple ideas for pattern printing in Python to start your preparations with multiple kinds of Python pattern programs in this list

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List vs Tuple: Difference Between List and Tuple

Check out this guide on List vs Tuple where you will learn the most significant differences between these two Python data structures. This guide will provide you a deep insight into the list and tuples in Python.

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Why Choose upGrad for Linear Algebra Online Courses?

Want to solidify your knowledge of Linear Algebra and its connection to data science or machine learning? UpGrad’s linear algebra course is included in the data science courses, which are designed to meet current industry needs.

Below is a detailed comparison of upGrad vs Other Institutes:

Feature/Criteria

upGrad

Other Institutes

Course Structure

Full linear algebra course integrated with data science & ML programs

Basic overview; often lacks depth and applied learning

University Collaborations

Collaborates with IIIT Bangalore, LJMU, and O.P. Jindal

Limited university tie-ups; fewer globally recognized affiliations

Certifications

Recognized credentials tied to data science and linear algebra online courses

Generic certificates with limited global value

Industry Projects

Real-world applications: matrix operations, eigenvalue problems, transformations

Mostly theoretical; fewer hands-on projects with real data

Career Support

Resume building, mock interviews, and mentorship for job roles requiring linear algebra and differential equations

Minimal support post-course

Tools & Languages

Learn linear algebra in Python using libraries like NumPy and SciPy

Tool-limited, may focus only on manual problem-solving or traditional math

Faculty Expertise

Taught by academic experts and industry practitioners

Academic-only faculty with limited exposure to practical use cases

Learning Format

100% online, flexible, self-paced linear algebra full course

Fixed schedule with limited access for working professionals

Specialization

Covers a first course in linear algebra solutions, vector spaces, eigenvalues, transformations, and ML applications

Theory-heavy without practical focus

Best For

Great for beginners, professionals, and ML aspirants

Better suited for theory-only learners or traditional math students

Fees

Affordable pricing, EMI options, value-backed against other linear algebra courses

May be overpriced or too low-cost with diluted content

Free Learning Options

Includes free linear algebra course modules for foundational learners

Limited or no free offerings

Learner Support and Services

How Will upGrad Supports You

Industry Mentors

    Receive unparalleled guidance from industry mentors, teaching assistants, and graders

    Receive one-on-one feedback from our seasoned data science faculty on submissions and personalized feedback to improvement

    Our Data Science Syllabus is designed to provide you with ample of industry relevant knowledge with examples

Frequently Asked Questions

1. What makes upGrad’s linear algebra course ideal for beginners?

upGrad provides a linear algebra course that begins from elementary concepts such as matrices and vector spaces, making it ideal for those venturing into a first course in linear algebra.

2. Is upGrad's linear algebra course appropriate for machine learning enthusiasts?

Yes, this is one of the finest linear algebra courses for machine learning since it emphasizes important ML topics such as eigenvalues, matrix factorization, and transformation.

3. Is the course a mix of theory and hands-on learning?

Absolutely. The course integrates fundamental theory with projects to make it more than a linear algebra full course, it's a career-oriented learning path.


4. Does upGrad offer a certificate after completing the linear algebra course?

Yes. Upon the successful completion of the online linear algebra course, students are given a certificate that further enhances their resume and helps to prove verified skills.


5.  Is the upGrad Linear Algebra course fully online and self-paced?

Yes, upGrad’s linear algebra course is completely online, offering flexibility for learners, including working professionals and students alike.


6. Does the course cover Python implementations of linear algebra?

Absolutely. The Python course on linear algebra incorporates NumPy and SciPy modules for students to grasp real coding implementations.


7. Is this course only for math students or also for data enthusiasts?

This linear algebra course is perfect for both! It's commonly recommended for anyone who wants to move into data science or machine learning.


8. What topics are included in this linear algebra curriculum?

Topics range from a first course in linear algebra solutions, including matrix decomposition, vector spaces, and eigenvalues, among others, created for depth and use.

9.  Is the course useful in solving real-world problems with differential equations?

Yes. For those who are advanced, the course covers linear algebra and differential equations, particularly helpful for engineering and AI use.


10. What programming tools are covered in the course?

This linear algebra Python tutorial focuses on hands-on implementation with the aid of software such as Python, NumPy, and SciPy to tackle real-world problems.


11. Are there applications of linear algebra in machine learning discussed?

Yes. Since it is one of the top linear algebra courses, it shows how linear algebra drives ML algorithms such as PCA, regression, and neural networks.


12. Does the course consist of hands-on projects or interactive modules?

Yes. upGrad's course features interactive modules, Python-based assignments, and real-world examples, so it's one of the best linear algebra courses for learning and practice.


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Disclaimer

  1. The above statistics depend on various factors and individual results may vary. Past performance is no guarantee of future results.

  2. The student assumes full responsibility for all expenses associated with visas, travel, & related costs. upGrad does not .