/machine-learning-data-analysis

Machine Learning and Data Analysis specialization by MIPT & Yandex

Primary LanguageJupyter Notebook

Machine Learning and Data Analysis Specialization (Машинное обучение и анализ данных)

This repository contains materials and solutions for Machine Learning and Data Analysis Specialization, created by Moscow Institute of Physics and Technology, one of the leading technical universities in Russia, in partnership with Yandex, a well-known Russian IT company.

Within the scope of specialization, you will master the main topics needed in working with large data sets, incl. modern methods of classification and regression, finding structure in data, conducting experiments, constructing conclusions, basic fundamental mathematics, the fundamentals of programming in Python.

Specialization consists of 6 courses:

  1. Mathematics and Python for data analysis (Математика и Python для анализа данных)
  2. Supervised learning on labeled data (Обучение на размеченных данных)
  3. Unsupervised learning (Поиск структуры в данных)
  4. Statistics for data analysis (Построение выводов по данным)
  5. Data analysis applications (Прикладные задачи анализа данных)
  6. Data analysis project (Анализ данных: финальный проект)