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…
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…
Every ML project is unique and has different requirements. However, here is a recommended architecture using AWS technologies that involves end to end life cycle of a ML Project: Overall,…
Amazon Athena is a serverless query service that allows you to easily analyze and query data stored in Amazon S3 using standard SQL. With Athena, you can quickly run ad-hoc…
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…
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…
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…
NLP is one of the ways of detecting location from given text. But there are other methods that can be used to infer the location (country) from a given text.…
It is possible to infer the location (country) from a given text using natural language processing (NLP) techniques. One approach is to use named entity recognition (NER) to identify location…
As a developer, the ChatGPT API can be used to build a wide variety of applications that can interact with users in natural language. Here are some example applications you…