All Katas - ML Katas

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Numerical Gradient Verification

this year medium (<1 hr) | debugging gradient calculus numerical-stability backpropagation

Understanding and correctly implementing backpropagation is crucial in deep learning. A common way to debug backpropagation is using numerical gradient checking. This involves approximating the...
Linear Regression via Gradient Descent

this year medium (<1 hr) | optimization linear-regression calculus gradient-descent machine-learning

Linear regression is a foundational supervised learning algorithm. Given a dataset of input features $X$ and corresponding target values $y$, the goal is to find a linear relationship $y =...