Description

Mathematics and Data analysis

Skills

• Linear algebra. Basic skills mathematical analysis
• Miniima and maxima of function, vectors
• Optimization and matrix decompositions
• Gradient and antigradient. Methods of optimization
• Math expectation and dispersion, probability theory
• Libraries: NumPy, Pandas, SciPy, JoyPy,Scikit-learn, Scrapy, TensorFlow
• Visual libraries: Matplotlib, Altair, Seaborn, Bokeh
• ML: libraries: XGBoost,LightGBM, Cat Boost, Pytorch, Keras
• NLP: nltk

Course from MIPT and Yandex

MIPT - Moscow Institute of Physics and Technology, is a public research university located in Moscow, Russia. It prepares specialists in theoretical and applied physics, applied mathematics and related disciplines.

Course Link (Coursera)

Example

1. wine analysis for company

2. theorem

3. minimazed smooth function

4. minimazed non-smooth sunction

5. global optimization

License

Open-sourced software licensed under the MIT license.