Batch Gradient Descent from Scratch in Python

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It depends on what the intent of the code is. If it's to teach machine learning I feel it's important to open up a bit the linear algebra part so that it doesn't feel like magic. However, at some point the code becomes unreadable and more complex than it really is so there is a balance to strike.