Instructor: | Assoc.Prof.Dr. Yuriy Mishchenko |

Email: | yuriy.mishchenko@gmail.com |

Link to the courses's webpage at IEU: | CE395 webpage at IEU |

- Digital Signal Processing - Signals
- Digital Signal Processing - Digital Filters
- Digital Signal Processing - Fourier Transform
- Optimization - Matrices and vectors
- Optimization - Numerical optimization
- Optimization - Numerical optimization at very large scales
- Statistical Learning - Probability review
- Statistical Learning - General concepts
- Statistical Learning - Statistical decision theory and function estimation
- Statistical Learning - Model assessment and selection
- Statistical Learning - Cross-validation and bootstrapping

- Lecture 1 - Intro and Signals
- Lecture 2 - Filters and Filtering
- Lecture 3 - Fourier Transform
- Lecture 4 - Matrices and Vectors
- Lecture 5 - Numerical Optimization I
- Lecture 6 - Numerical Optimization II
- Lecture 7 - Numerical Optimization III
- Lecture 8 - Probability Review
- Lecture 9 - Statistical Learning I
- Lecture 10 - Statistical Learning II
- Lecture 11/12 - Statistical Learning III

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