Example – Least Squares Multiple Input Multiple Output MIMO Channel Estimation

Want to learn AI/ ML, Deep Learning with PYTHON Projects? Check out our school! https://www.iitk.ac.in/mwn/AIML/index.html *IIT Kanpur Certification Program on PYTHON for Artificial Intelligence, Machine Learning, and Deep Learning* *15th June to 15th July 2026* Welcome to the IIT Kanpur Certification Program on PYTHON for Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL). The program will include extensive PYTHON projects using practical real world datasets in several fields including Business, Medicine, Science, Engineering and other domains, using numerous cutting-edge packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, TENSORFLOW, KERAS. This 4 week certificate program, is an intensive school for scholars, students, faculty members, industry professionals and R&D staff aspiring to get an in-depth exposure and learn hands-on implementation of the cutting edge algorithms and software for Artificial Intelligence (AI), Machine Learning (ML), Neural Networks (NN) and Deep Learning (DL) toward projects, research and placements to further their careers. The program also includes problem solving sessions to prepare for tests/ job interviews in AI/ ML and DL. All modules will be held on evenings for the convenience of participants. The extensive projects and PYTHON programming for ARTIFICIAL INTELLIGENCE (AI), MACHINE LEARNING (ML), NEURAL NETWORKS (NN), DEEP LEARNING (DL) is of significant value to participants of all backgrounds. Do not miss the added value in Flash and Early bird registration! *Benefits of this program* UG/ PG students: Learn the latest programming techniques in PYTHON and various packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SCIKIT-LEARN, TENSORFLOW, KERAS together with practical AI / ML / DL knowledge for projects / thesis and also to gain an unbeatable edge in placements PhD Scholars/ Faculty members: Use PYTHON, and various packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SCIKIT-LEARN, TENSORFLOW, KERAS for research and also to establish virtual labs or for project guidance in AI/ ML/ DL Technologies with real world datasets Industry Professionals: Take your skills to the next level by learning PYTHON, and various packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SCIKITLEARN, TENSORFLOW, KERAS, together with principles of Module Design and Analysis using Practical Data Sets for AI/ ML/ DL Technologies! Learn PYTHON/ MATLAB Programming to master the latest AI/ML Technologies More information can be found at website: https://www.iitk.ac.in/mwn/AIML/index.html *Contact us:* e-mail: [email protected] Whatsapp: +91 7054568434 𝐅𝐨𝐫 𝐭𝐡𝐞 𝐥𝐚𝐭𝐞𝐬𝐭 𝐧𝐞𝐰𝐬, 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐚𝐧𝐝 𝐢𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧, 𝐟𝐨𝐥𝐥𝐨𝐰 𝐮𝐬 𝐨𝐧 𝐨𝐮𝐫 𝐬𝐨𝐜𝐢𝐚𝐥 𝐬𝐢𝐭𝐞𝐬! https://www.linkedin.com/pulse/grand-launch-iit-kanpur-program-artificial-machine-deep-jagannatham-bdlge https://www.youtube.com/watch?v=jpVw3Zk1l9M https://www.facebook.com/share/p/1LysoTe38L/ https://www.instagram.com/p/DVgQF2cEqC2/ https://x.com/LabMwn/status/2029549307075101127 Regards, Team IIT Kanpur Certification Program on AI/ ML/ DL On behalf of Prof. Aditya K. Jagannatham Professor IIT Kanpur e-mail: [email protected]