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Tag: data augmentation

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Best practices in data augmentation in ML Projects

  • Posted on March 17, 2023
  • by smartsource

Data augmentation is the process of artificially increasing the size of a dataset by creating modified or transformed versions of the original data. This technique is commonly used in machine…

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  • Tutorials

Data Augmentation techniques suitable for text datasets

  • Posted on March 17, 2023
  • by smartsource

There are several data augmentation techniques suitable for text data that you can try besides back-translation. Here are some examples: Here’s an example code that implements these data augmentation techniques:

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  • Tutorials

Data Augmentation using Back Translation

  • Posted on March 17, 2023March 17, 2023
  • by smartsource

If you have a csv file with data in few columns and few rows and you want to generate a bigger dataset using some data augmentation technique, Back Translation is…

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  • Tutorials

Generate 1000s of rows of data using Python

  • Posted on March 17, 2023March 17, 2023
  • by smartsource

Assuming you have a csv file with a few rows of data and you want to generate 1000s of additional rows with similar data, you can use Python’s Pandas library…

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  • Tutorials

Python’s Faker library to augment text data

  • Posted on March 17, 2023
  • by smartsource

Here’s an example of how you can generate a fake text column with some data augmentation technique using the Faker library in Python: In this example, we read the input…

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  • Tutorials

Generate fake text using a language model from a given csv file

  • Posted on March 17, 2023
  • by smartsource

Here’s an example of how you can use a pre-trained language model to generate fake text that matches the words in the sample text column: In this example, we load…

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  • Articles

Popular projects that used Data Augmentation

  • Posted on March 17, 2023
  • by smartsource

There are many case studies of machine learning (ML) projects where data augmentation played a key role in the success of the project. Here are a few examples: These are…

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  • Articles

Generative AI vs Data Augmentation

  • Posted on March 17, 2023April 17, 2023
  • by smartsource

Generative AI and data augmentation share some similarities, but they are not the same thing. Data augmentation is a technique used to artificially increase the size of a dataset by…

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  • Tutorials

Using generative AI to augment a training dataset

  • Posted on March 17, 2023March 17, 2023
  • by smartsource

Generative AI can be used to increase the size of a training dataset by generating synthetic data that is similar to the real data. This approach is known as data…

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  • Articles

Automatically generate datasets for ML projects

  • Posted on March 10, 2023
  • by smartsource

There are several tools available that can help to automatically generate huge datasets from a small sample. Some of the commonly used tools are: These tools can be useful for…

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