Issue date: 3rd of September 2025
This course provides a rigorous introduction to the theoretical foundations of statistical inference. It emphasizes the construction and analysis of statistical methods—covering parametric estimation, confidence intervals, hypothesis testing, Bayesian inference, and regression—using mathematical language for intuition and derivations. Through this approach, students build both a solid mathematical understanding of core concepts and the ability to apply them to real-world data analysis.
Issue date: 18th of May 2025
This course provides a comprehensive exploration of machine learning principles and applications. It covers the full spectrum of machine learning, starting with linear models and extending to deep learning architectures. Key topics include supervised and unsupervised learning, support vector machines, neural networks, and optimization techniques. The course also emphasizes practical implementations using Python, enabling hands-on experience with real-world datasets and model development. Through rigorous exercises and projects, students gain a robust understanding of both the theory and application of modern machine learning techniques.
Issue date: 27th of December 2024
This comprehensive course dives deep into the field of probability, combining intuitive reasoning with rigorous mathematical analysis. It covers fundamental topics such as Bayes’ Theorem, discrete and continuous random variables, Bayesian inference, Poisson processes, and much more. The course emphasizes both understanding the underlying principles and applying them to real-world scenarios.
Issue date: 23rd of January 2025
This course provides a solid introduction to the fundamentals of linear algebra, covering core concepts and their applications to a variety of mathematical problems. Through practical examples and exercises, it emphasizes both understanding and skill-building, making it an excellent foundation for further studies in mathematics and related fields
Issue date: 29th of August 2024
This course provides a solid introduction to the fundamentals of calculus, covering core concepts and their applications to a variety of mathematical problems. Through practical examples and exercises, it emphasizes both understanding and skill-building, making it an excellent foundation for further studies in mathematics and related fields.