Calculus for Data Science

The workshop will take place tentatively on July 28, 2022, on Zoom and Youtube Livestreaming

About The Data Science Summer School

The Data Science Summer School is a series of theoretical and practical workshops on the exciting methods and technologies currently employed by industry, government, and civil society to address the world's most complex problems today. It is organized by the Hertie School Data Science Lab with funding and support from the Hertie School.

Workshop Details

Many data science challenges, particularly those in machine learning and deep learning, are essentially optimisation problems. Ever wondered how exactly a logistic regression algorithm is implemented? Or how to use gradient descent? To understand how these methods work, you need to use concepts from Calculus - gradient, derivatives, limits, and chain rule. This workshop will help you to develop an understanding in this important branch of mathematics for data science.

Syllabus

You can download the syllabus here

Content Licensing

All workshop materials and recording are under Creative Commons Attribution-NonCommercial-ShareAlike 2.0 license. You are free to share — copy and redistribute the material in any medium or format, and adapt — remix, transform, and build upon the material. However, you must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use. You may not use the material for commercial purposes. If you remix, transform, or build upon the material, you must distribute your contributions under the same license as the original.

Instructor

Prof. Zuheir Desai an Assistant Professor in the School of Global and Public Affairs at IE University. In his research, he studies electoral competition and political accountability. My work spans both theoretical models of elections, voting, and policymaking, as well as empirical applications of these models on developing democracies such as Brazil and India.

Workshop Materials


Schedule (Central European Summer Time - CEST)

Session Starts

Calculus for Data Science (Part I)

Short Break

Session Continues

Calculus for Data Science (Part II)

Session Ends


Event Recording