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MatLab Programming for all levels/data science and statistics

MATLAB is a programming and numeric computing platform used by millions of engineers and scientists to analyze data, develop algorithms, and create models.

I professionally program in MatLab since 2005 and propose classes for all levels and requirements.

Location

At teacher's location: St-Sulpice VD, centre, Saint-Sulpice, Switzerland
Online via webcam
At student's location: Around Écublens, Switzerland

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General info

Age:
Children (7-12 years old)
Teenagers (13-17 years old)
Adults (18-64 years old)
Seniors (65+ years old)
Student level:
Beginner
Intermediate
Advanced
Duration:
60 minutes
The class is taught in:English, Russian, German

About Me

My name is Anna, I am a postdoctoral researcher in the field of Operations Research & Operations Management, focusing on theory and data-driven applications in the field of multi-stage decision-making under uncertainty. My professional background and practical skills are in the areas of operations research and statistics.

I earned my Ph.D. degree in Statistics and Operations Research at the University of Vienna in April 2014 with a dissertation devoted to theoretical and practical aspects of multi-stage stochastic programming, where the numerical solution of the optimization problem needed to be estimated by approximation of continuous-state stochastic processes with scenario trees. Before I joined the University of Vienna, I received my B.Sc. (2009) and M.Sc. (2011) degrees in Applied Mathematics and Physics at the Moscow Institute of Physics and Technology (National Research University).

Education

1) Ph.D. in Statistics and Operations Research (University of Vienna, Austria).
1) MSc in Applied Mathematics and Physics (Moscow Institute of Physics and Technology, Russia).
2) BSc in Applied Mathematics and Physics (Moscow Institute of Physics and Technology, Russia).

Experience / Qualifications

Machine Learning:

University course “Classification, Clustering, and Discrimination” for Master students: The course presents numerical methods used in the areas of classification, clustering, and discrimination. Rather than on classical statistical procedures, the focus is on modern techniques of machine learning which also enable applications to “big data” and business analytics. In particular, supervised and unsupervised learning algorithms are discussed, decision tree techniques are introduced, neural network methodology is outlined, and diverse clustering algorithms are presented.

Statistics:

Multiple university courses for Master students:
Recent courses are focusing on statistical methods for modeling non-linear dependencies in data. Copula models are introduced as a probabilistic way to derive general multivariate distributions based on marginal distributions for each of the random variables and on the information about the underlying dependence structure. Though it is often straightforward to fit marginals to the data, the estimation of a copula function requires complex up-scaling techniques, especially in high-dimensional cases. We introduce vine copulas as a way to take a different strength of interdependencies between random components into account and, further, we introduce hierarchical and ordered copulas as a way to approximate vine structure in very high-dimensional cases. Case studies in risk-management of extremes and in finance are presented.

Mathematics: Multiple university courses for Bachelor and Master students.

Software(MatLab):
The course presents efficient techniques for programming in MatLab. The software can be used for different kinds of "big data" applications. In particular, econometric and financial applications are considered.
I am a postdoctoral researcher in the area of operations research and I propose the following classes: The key to success in mathematics is to learn how to think outside-the-box. This valuable ability helps mathematicians to solve real problems in today’s world. This course helps to develop that crucial ability and, thus, to understand mathematics. The beginner and intermediate classes focus on the overall understanding of school mathematics and, particularly, of the topics in 1) Algebra 2) Geometry 3) Introduction to probability The advanced classes focus on particular fields in mathematics taught at universities (e.g., linear algebra, probability theory, optimisation etc.). I also train for the mathematics section of the GMAT exam.
I propose violin classes for beginners and intermediate level students. I graduated with honours from the Russian Music School named after M. Glinka. I hold several musical award, the top of which is the prize at the Delphic Games of the Modern Era.

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Availability of a typical week

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Good-fit Instructor Guarantee


If you are not satisfied after your first lesson, Apprentus will find you another instructor or will refund your first lesson.

Online reputation

  • Instructor since December 2019
  • Phone number verified

Availability of a typical week

(GMT -04:00) New York
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from 126FrAt teacher's location
from 126FrOnline via webcam
from 132FrAt student's home

Good-fit Instructor Guarantee


If you are not satisfied after your first lesson, Apprentus will find you another instructor or will refund your first lesson.

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