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Fine-tune Feature Title: easy document editing

There’s a large marketplace of applications to work with your documents 100% paper-free. Most of them offer all the essential document editing features but take up a lot of storage space on your computer and require installation. In case you're looking for advanced features to get your paperwork to the next level and make it accessible from all devices, try pdfFiller.

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Fine-tuning is a process to take a network model that has already been trained for a given task, and make it perform a second similar task.
Tuning Machine Learning Models. Tuning is the process of maximizing a model's performance without overfitting or creating too high of a variance. Hyperparameters differ from other model parameters in that they are not learned by the model automatically through training methods.
A tuning parameter (), sometimes called a penalty parameter, controls the strength of the penalty term in ridge regression and lasso regression. It is basically the amount of shrinkage, where data values are shrunk towards a central point, like the mean.
In machine learning, hyperparameter optimization or tuning is the problem of choosing a set of optimal hyperparameters for a learning algorithm. A hyperparameter is a parameter whose value is used to control the learning process. By contrast, the values of other parameters (typically node weights) are learned.
Model tuning helps to increase the accuracy of a machine learning model. Explanation: Tuning can be defined as the process of improvising the performance of the model without creating any hype or creating over fitting of a variance.
The common practice is to truncate the last layer (soft max layer) of the pre-trained network and replace it with our new soft max layer that are relevant to our own problem. Use a smaller learning rate to train the network.
Fine-tuning is a process to take a network model that has already been trained for a given task, and make it perform a second similar task.
Fine-tuning is one approach to transfer learning. In Transfer Learning or Domain Adaptation we train the model with a dataset, and after we train the same model with another dataset that has a different distribution of classes, or even with other classes than in the training dataset).
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