My old homepage used by me from 2011 to 2020.

My old webpage contains:

Compressed notes about various mathematical tools

• Some aspects of Covnex Optimization and Numerical Optimization
• Deep understanding of various concepts from Statistics and Machine Learning: KL-divergence, Gini index
• Notes about various mathematical tools including Fourier Transform and Fourier Series
• Classical things from Linear Algebra and Linear Dynamical systems - SVD, ODEs

Compressed information about several aspects of applying AI for practical tasks

• Understanding Deep Learning from scratch
• Considering several tricks for Deep Learning
• Using popular libraries for Deep Learning
• Understanding Decision Trees from scratch
• Considering all stages of applying Machine Learning in industry
• Different ways try to systematize AI and ML approaches and it’s possibilities

Miscellaneous

• Information about my course projects at Stanford
• My reflections on various problems of Machine Learning

Different notes and posts covered different aspects of engineering:

• Usage of programming languages Python, Matlab, C++, Perl, R, JAVA
• Usage of big Software development frameworks like Qt
• Using specialized software development frameworks like Google TensorFlow
• Notes about GPU programming
• Notes about using and development in user-space level for Linux OS and Windows OS