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Calculus and Optimization for Machine Learning

Mathematics for Data Science,

Hi! Our online course aims to provide necessary background in Calculus sufficient for up-following Data Science courses. Course starts with a basic introduction to concepts concerning functional mappings. Later students are assumed to study limits (in case of sequences, single- and multivariate functions), differentiability (once again starting from single variable up to multiple cases), integration, thus sequentially building up a base for the basic optimisation. To provide an understanding of the practical skills set being taught, the course introduces the final programming project considering the usage of optimisation routine in machine learning. Additional materials provided during the course include interactive plots in GeoGebra environment used during lectures, bonus reading materials with more general methods and more complicated basis for discussed themes. This Course is part of HSE University Master of Data Science degree program. Learn more about the admission into the program and how your Coursera work can be leveraged if accepted into the program here https://inlnk.ru/rj64e.

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Rating 1.0★ based on 1 ratings
Length 7 weeks
Effort 6 weeks of study, 3-5 hours/week
Starts Jan 31 (118 weeks ago)
Cost $49
From National Research University Higher School of Economics, HSE University via Coursera
Instructor Anton Savostianov
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Programming Mathematics
Tags Data Science Machine Learning Math And Logic

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What people are saying

found it really hard

Unfortunately the lecturer's language and presentation capabilities are so poor that I found it really hard and sometimes impossible to follow the content.

frustrating coursera expierience until

I am sorry to point this out but this is course is my most frustrating Coursera expierience until now.

quite solid mathematical background

The content is quite high level and requires a quite solid mathematical background.

sometimes impossible to follow

unfortunately the lecturer

high level

most frustrating

presentation capabilities

lecturer 's language

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Rating 1.0★ based on 1 ratings
Length 7 weeks
Effort 6 weeks of study, 3-5 hours/week
Starts Jan 31 (118 weeks ago)
Cost $49
From National Research University Higher School of Economics, HSE University via Coursera
Instructor Anton Savostianov
Download Videos On all desktop and mobile devices
Language English
Subjects Data Science Programming Mathematics
Tags Data Science Machine Learning Math And Logic

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