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Embrace Pessimism

Explore the challenges of optimizing neural network weights, including data and model limitations. Understand how embracing a realistic, step-by-step approach using gradient descent helps achieve practical solutions despite complexity and imperfect data.

Limitations of the mathematical model

We can see that the brute-force approach isn’t practical at all. In fact, it gets worse ...