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To scale an ML model, the first thing you should do is try and train your model with more and more data and tune its performance by experimenting with hyperparameters. Then, you might need to scale your servers on which you have deployed your model by adding more machines or adding more resources to the current machine.
If you are looking for an online course to learn Machine Learning, I recommend this Machine Learning Certification program by Intellipaat.
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