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This code snippet defines the cross-entropy loss function and the Adam optimizer with a learning rate of 0.001. You can experiment with different optimizers and learning rates to see how they affect the performance of your model. With the model, loss function, and optimizer defined, you're ready to start training your model on the MedNIST dataset. MONAI provides convenient tools for training and evaluating models, which we'll cover in the next section.
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Moreover, the allegations can also damage a country's reputation and deter foreign investment. Investors are less likely to put their money in a country where corruption is rampant. This can have a significant impact on economic development and job creation. Corruption diverts resources away from essential services like education and healthcare, further harming citizens. It’s a vicious cycle, and breaking it requires a commitment to transparency, accountability, and the rule of law. International organizations and watchdog groups play a critical role in monitoring governance and transparency. They can help to expose corruption, advocate for reforms, and provide support to countries seeking to improve their governance systems. The media also has a vital role to play in holding governments accountable and informing the public about these issues. By shining a light on corruption, they can help to create pressure for change. The impact of these allegations extends beyond individual cases; they underscore the systemic challenges in promoting good governance and transparency globally.