Old website
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
Written on September 25, 2020