5. How long does it take, and what’s the learning investment?

Q: 5. How long does it take, and what’s the learning investment?

Imperial College course : ~1 month at 10 hrs/week (~40 hours total). Beginner-level, flexible. DeepLearning.AI series : recommendation is 12 weeks at ~5 hrs/week (~60 hours), intermediate level. Course modules vary—according to course.careers, estimated timelines: Linear Algebra: 4–6 weeks Multivariable Calculus: 6–8 weeks Probability & Statistics: 6–10 weeks Capstone (integrative project): 8–12 weeks Flexible pacing means some complete faster, especially learners refreshing concepts.

Imperial College course: ~1 month at 10 hrs/week (~40 hours total). Beginner-level, flexible.
DeepLearning.AI series: recommendation is 12 weeks at ~5 hrs/week (~60 hours), intermediate level.
Course modules vary—according to course.careers, estimated timelines:
Linear Algebra: 4–6 weeks
Multivariable Calculus: 6–8 weeks
Probability & Statistics: 6–10 weeks
Capstone (integrative project): 8–12 weeks
Flexible pacing means some complete faster, especially learners refreshing concepts.