24/07/2026
๐๐๐ฌ๐ญ ๐๐๐ฐ ๐๐๐ฒ๐ฌ ๐ญ๐จ ๐๐จ๐ข๐ง ๐จ๐ฎ๐ซ ๐๐๐๐๐ ๐๐๐๐ ๐๐ฉ๐ฉ๐ฅ๐ข๐๐ ๐๐ข๐ง๐๐๐ซ ๐๐ฅ๐ ๐๐๐ซ๐ ๐๐จ๐ซ ๐๐ข๐ ๐ง๐๐ฅ ๐๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐ง๐ , ๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ ๐๐ง๐ ๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐
๐๐จ ๐ฃ๐จ๐ข๐ง ๐ฏ๐ข๐ฌ๐ข๐ญ: https://onlinecourses.nptel.ac.in/e-learning/preview/noc26_ee157
This course aims to introduce students to all the basic and advanced concepts in Linear Algebra with a strong focus on applications. Linear Algebra is one of the fundamental tools that has applications in diverse fields such as Machine Learning, Data Analytics, Signal Processing, Wireless Communication, Operations Research, Control and Finance.
The various topics and applications that will be covered in different areas are as follows:
๐๐ข๐ซ๐๐ฅ๐๐ฌ๐ฌ: MIMO/ OFDM systems, Beamforming, Channel Estimation
๐๐๐๐ก๐ข๐ง๐ ๐๐๐๐ซ๐ง๐ข๐ง๐ : Regression, Clustering, EM Algorithm, Perceptron, SVM/ Kernel SVM, Principal Component Analysis (PCA), Face recognition
๐๐ข๐ ๐ง๐๐ฅ ๐๐ซ๐จ๐๐๐ฌ๐ฌ๐ข๐ง๐ : Signal Estimation, Regularization, Compressive Sensing, Image Compression, Robotics and Dynamical systems
๐๐๐ญ๐ ๐๐ง๐๐ฅ๐ฒ๐ญ๐ข๐๐ฌ: Recommender systems, Data completion, Data prediction, forecasting, Optimal Estimation, Financial models
๐๐ฉ๐๐ซ๐๐ญ๐ข๐จ๐ง๐ฌ ๐๐๐ฌ๐๐ซ๐๐ก: Markov chains, inventory management, supply chain management
๐๐ข๐ฌ๐๐๐ฅ๐ฅ๐๐ง๐๐จ๐ฎ๐ฌ ๐๐ฉ๐ฉ๐ฅ๐ข๐๐๐ญ๐ข๐จ๐ง๐ฌ: Electrical circuits, Graph models and social networks, Traffic flow management
The course is suitable for all UG/PG students and practicing engineers/ scientists/ managers from the diverse fields mentioned above and interested in learning about the novel cutting edge applications of linear algebra in various fields such as Machine Learning, Data Analytics, Signal Processing, Wireless Communication.
๐๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐๐ :
Students in Electrical Engineering, Electronics and Communication
Engineering, Mathematics, Economics, Computer Science
Practicing engineers -Technical and Non-technical managers of Telecomm companies
Students preparing for Competitive Exams with focus on Wireless Communication, Signal Processing, Machine Learning
Students pursuing projects or research in Machine Learning, Data Analytics and Signal Processing/ Communication
๐๐๐๐๐๐๐๐๐๐ ๐๐๐๐๐๐๐: Qualcomm, Intel, Samsung, Google and other technology companies
By Prof. Aditya K. Jagannatham
Professor
EE Department
IIT Kanpur
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๐จ๐ซ ๐ฆ๐จ๐ซ๐ ๐ข๐ง๐๐จ๐ซ๐ฆ๐๐ญ๐ข๐จ๐ง ๐ฏ๐ข๐ฌ๐ข๐ญ: https://home.iitk.ac.in/~adityaj/