markokello https://markokello.com/blog en-us () () Wed, 28 Aug 2019 00:00:00 GMT https://markokello.com/blog/Linear-algebra Linear Algebra Concepts for Data Science and Machine Learning https://markokello.com/blog/Linear-algebra This blog explains the mathematics and theory behind key classical machine learning algorithms: Linear Regression, Logistic Regression, k-NN, Naive Bayes, and Decision Trees. Wed, 28 Aug 2019 00:00:00 GMT () MathsStatisticsDeep Learning https://markokello.com/blog/derivatives Derivatives, Partial Derivatives, Vector and Matrix Calculus https://markokello.com/blog/derivatives . Wed, 30 Oct 2019 00:00:00 GMT () MLMathsDeep Learning https://markokello.com/blog/numerical-integrals Integration Techniques and Numerical Integration for Machine Learning https://markokello.com/blog/numerical-integrals Computers use numerical methods to estimate integrals because real-world data is often discrete, and general-purpose algorithms are required to handle arbitrary functions. This blog covers deterministic methods for 1D integration, such as the trapezoidal and Simpsons rules, as well as Monte Carlo methods for high-dimensional or complex domains. Sat, 17 Aug 2019 00:00:00 GMT () Maths https://markokello.com/blog/probability-distributions A Sample of Probability Distributions and Their Properties https://markokello.com/blog/probability-distributions Fri, 15 May 2020 00:00:00 GMT () MLStatisticsMathsDeep Learning https://markokello.com/blog/probability-theory Understanding and Quantifying Uncertainties Related to Random Events https://markokello.com/blog/probability-theory TDA. Tue, 17 Dec 2019 00:00:00 GMT () MathsStatisticsML