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Master the mathematical foundations that power AI and machine learning. From linear algebra and calculus to probability and Bayesian reasoning, build the mathematical intuition you need to understand how AI algorithms work under the hood. Finish with hands-on Python exercises applying every concept.
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Build the mathematical foundations every AI practitioner needs -- from basic operations and number systems to linear algebra and calculus.
20 minutes
25 minutes
20 minutes
30 minutes
25 minutes
25 minutes
15 minutes
Understand probability, Bayesian reasoning, and statistics -- the mathematical language of uncertainty that underpins all machine learning.
20 minutes
25 minutes
25 minutes
25 minutes
25 minutes
15 minutes
Apply every mathematical concept from Modules 1 and 2 using Python, NumPy, and Matplotlib. The assessment tests all PM-01 practical skills.
25 minutes
25 minutes
25 minutes
25 minutes
45 minutes
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