Lecture 09: Tragedy of Commons- Detailed Analysis

Описание: Want to learn Machine Learning, Quantum Computing with PYTHON? Check out our program!
https://www.iitk.ac.in/mwn/DSDAQ/inde...
IIT Kanpur Certificate Program on Python, QISKIT for Data Science, Data Analytics, Machine Learning (ML) and Quantum Computing
1st to 27th March 2026

Welcome to the IIT Kanpur Certification Program on Python, QISKIT for Data Science, Data Analytics, Machine Learning (ML) and Quantum Computing. This cutting-edge program will introduce participants to the rigorous theory, quantum algorithms and scientific methods to derive actionable insights from large datasets via cutting-edge algorithms for Data Analytics, Machine Learning and Quantum Computing. The program also includes extensive assisted PYTHON and QISKIT programming projects where participants will gain hands-on experience in data analysis, exploration, and quantum algorithms using practical datasets and the latest PYTHON packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SEABORN, SCIKIT-LEARN and QISKIT. The school also includes problem solving sessions to prepare for tests/ job interviews in DS, DA, ML and QC
All modules will be held on evenings for the convenience of participants. The extensive projects and PYTHON programming for Data Science (DS), Data Analytics (DA), Machine Learning (ML) and Quantum Computing (QC) is of significant value to participants of all backgrounds.

How does this program benefit YOU?

UG/ PG students: Learn the latest programming techniques in PYTHON and various packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SCIKIT-LEARN, SEABORN, QISKIT, together with practical DS/ DA/ ML/ QC skills!

PhD Scholars/ Faculty members: Use PYTHON, and various packages such as NUMPY, LINALG, MATPLOTLIB, PANDAS, SCIKIT-LEARN, SEABORN, QISKIT, for research and also to establish virtual labs or for project guidance in DS/ DA/ ML/ QC 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, SEABORN, QISKIT, together with principles of Module Design and Analysis using Practical Data Sets for DS/ DA/ ML/ QC Technologies!

More information can be found at website: https://www.iitk.ac.in/mwn/DSDAQ/regi...

Contact us:
e-mail: [email protected]
Whatsapp: +91 7054568434

𝐅𝐨𝐫 𝐭𝐡𝐞 𝐥𝐚𝐭𝐞𝐬𝐭 𝐧𝐞𝐰𝐬, 𝐫𝐞𝐬𝐞𝐚𝐫𝐜𝐡 𝐚𝐧𝐝 𝐢𝐧𝐟𝐨𝐫𝐦𝐚𝐭𝐢𝐨𝐧, 𝐟𝐨𝐥𝐥𝐨𝐰 𝐮𝐬 𝐨𝐧 𝐨𝐮𝐫 𝐬𝐨𝐜𝐢𝐚𝐥 𝐬𝐢𝐭𝐞𝐬!
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Regards,
Team IIT Kanpur Certification Program on DS/ DA/ ML/ QC
On behalf of
Prof. Aditya K. Jagannatham
Professor
IIT Kanpur