Center for Mathematics and Artificial Intelligence

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CMAI Certificate Courses

MATH 462/662: Mathematics of Machine Learning with Industrial Applications I

Instructor:
Prof. Harbir Antil

Overview:

Center for Mathematics and Artificial Intelligence (CMAI), Department of Mathematical
Sciences, and several companies such as BlackSky etc. have jointly developed two new
courses under Department of Mathematical Sciences for Fall 2021.

These courses are cross listed and can be taken by undergraduates, graduate students and industry professionals.
The courses will provide mathematical foundation of deep learning and hands-on experience on industry applications. Special emphasis is given to the basics of optimization
algorithms, stochastic optimization, and probability in the context of deep learning. These courses will incorporate modern tools such as Python or MATLAB. They also include industrial applications in satellite imagery, physics, and engineering.

Math 463/663: Mathematics of Machine Learning with Industrial Applications II

Instructor:
Prof. Harbir Antil

Overview:

Center for Mathematics and Artificial Intelligence (CMAI), Department of Mathematical
Sciences, and several companies such as BlackSky etc. have jointly developed two new
courses under Department of Mathematical Sciences for Fall 2021.

These courses are cross listed and can be taken by undergraduates, graduate students and industry professionals.
The courses will provide mathematical foundation of deep learning and hands-on experience on industry applications. Special emphasis is given to the basics of optimization
algorithms, stochastic optimization, and probability in the context of deep learning. These courses will incorporate modern tools such as Python or MATLAB. They also include industrial applications in satellite imagery, physics, and engineering.

Related Courses

See Department of Mathematical Sciences for further related courses.

Related Programs and Outreach Activities

Visit Department of Mathematical Sciences for other programs such as Industrial Immersion Program and MEGL, education, Graduate & Undergraduate Research Opportunities, and outreach activities.

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