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Modules

<h3>Probability Theory for Machine Learning:</h3><ul><li>Fundamental concepts of probability: Events, random variables, probability distributions (Bernoulli, Binomial, Gaussian, etc.).</li><li>Conditional probability and Bayes' Theorem.</li><li>Expectation, variance and covariance.</li><li>Common probability distributions used in machine learning (Multivariate Gaussian, Exponential family).</li><li>Law of Large Numbers and Central Limit Theorem.</li></ul>

Who is this Course for?

<ul><li>Data Scientists and Machine Learning Engineers seeking a deeper theoretical understanding.</li><li>Researchers and academics in machine learning and related fields.</li><li>Individuals with a strong quantitative background (statistics, mathematics, physics, engineering).</li><li>Professionals aiming to develop more robust and interpretable ML models.</li></ul>

Choose Your Own Course

<p>If you have specific training needs or would like to tailor a course to your organisation's unique requirements, we're here to help. Contact LOTC today and we can work together to develop a customised training solution that meets your specific goals.&nbsp;</p>

cert-london-optimumWhy Choose London Optimum?

<p>At London Optimum, our core philosophy is 'Optimising people, maximising performance.' We deliver specialised, cutting-edge training that equips professionals with the knowledge and skills to drive tangible results. As a specialist London Training Centre, we are dedicated to providing in-depth, technical expertise. This Statistical Basis of Machine Learning course provides a rigorous and in-depth exploration of the statistical foundations of machine learning, equipping you with a deeper understanding of the underlying principles. Our experienced instructors have a strong background in both statistics and machine learning, ensuring you gain a solid theoretical grounding and the ability to apply it effectively in practice. This essential AI course London offers is part of our comprehensive range of AI and Machine Learning courses, serving as a crucial machine learning AI course for those seeking advanced artificial intelligence and machine learning courses.</p>
Courses are held at premium hotels and training venues in Central London/Dubai. Specific venue details are confirmed upon booking.

Course Overview

<p>This course, Statistical Basis of Machine Learning by London Optimum Training &amp; Consultancy, provides a rigorous exploration of the statistical and mathematical principles that underpin modern machine learning algorithms. Participants will gain a deep understanding of the theoretical foundations that drive the effectiveness and behaviour of various ML techniques. This course is designed for individuals who want to move beyond the "black box" approach and develop a more informed understanding of machine learning.</p>
durationDuration: 5 Days
desDelivery Mode: Classroom-based

Have specific training needs?

If you need or would like to tailor a course to your organisation's unique requirements, we're here to help.

Contact us today and we can work together to develop a customised training solution that meets your specific goals.