function W = debugInitializeWeights(fan_out, fan_in) %DEBUGINITIALIZEWEIGHTS Initialize the weights of a layer with fan_in %incoming connections and fan_out outgoing connections using a fixed %strategy, this will help you later in debugging % W = DEBUGINITIALIZEWEIGHTS(fan_in, fan_out) initializes the weights % of a layer with fan_in incoming connections and fan_out outgoing % connections using a fix set of values % % Note that W should be set to a matrix of size(1 + fan_in, fan_out) as % the first row of W handles the "bias" terms % % Set W to zeros W = zeros(fan_out, 1 + fan_in); % Initialize W using "sin", this ensures that W is always of the same % values and will be useful for debugging W = reshape(sin(1:numel(W)), size(W)) / 10; % ========================================================================= end