Classical Machine Learning for Financial Engineering

Academy
edX
Kurzbeschreibung
Learn a systemic approach to utilizing classical machine learning models and techniques to gain insights from data sets, and master the tool... mehr...

Learn a systemic approach to utilizing classical machine learning models and techniques to gain insights from data sets, and master the tools used in this task.

weniger
Kursarten
E-Learning
Fachbereiche

Informatik, Finance, Machine Learning, AI

Kurslevel
Fortgeschritten

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Kursinhalt
Classical Machine Learning refers to well established techniques by which one makes inferences from data. This course will introduce a systematic approach (the “Recipe for Machine Learning”) and tools with which to accomplish this task. In addition to the typical models and algorithms taught (e.g., Linear and Logistic Regression) this course emphasizes the whole life cycle of the process, from data set acquisition and cleaning to analysis of errors, all in the service of an iterative process for improving inference. Our belief is that Machine Learning is an experimental process and thus, most learning will be achieved by “doing”. We will jump-start your experimentation: Engineering first, then math. Early lectures will be a "sprint" to get you programming and experimenting. We will subsequently revisit topics on a greater mathematical basis.
Kurssprache
Englisch
Kursgebühr
USD 799
Nächste Durchführungsdaten
  • 19. Oktober 2020-6. Dezember 2020