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Mathematics Foundations
Six concise revision lessons, from everyday arithmetic to the mathematics of machine learning and language models. Roles include Everyday mathematics, further study, machine learning, and NLP.
ArithmeticOperations, signs, order of operations, and quick estimation.1 lesson · 2 examples · 3 exercisesFractions and NumbersFractions, decimals, percentages, ratios, powers, and number sets.1 lesson · 2 examples · 3 exercisesAlgebraExpressions, equations, functions, graphs, and patterns.1 lesson · 2 examples · 3 exercisesCalculus and Linear AlgebraRates of change, accumulation, vectors, matrices, and transformations.1 lesson · 2 examples · 3 exercisesProbability and StatisticsUncertainty, data summaries, inference, and statistical models.1 lesson · 2 examples · 3 exercisesMathematics for Machine Learning and NLPData representations, losses, optimization, and language-model probabilities.1 lesson · 2 examples · 3 exercises