is there any course at deeplearning.ai that focuses on synthetic data creation with structured data sets?
or any pointers.
ok I am replying here now as this is your created post and better for saving your learning journey.
can I know if you know or have done generative ai course?
That is one of the course to explore when creating synthetic data.
One of the best course again would be deep learning specialisation(basic understanding about data, data split and significance related to model), tensorflow you get to use image data generator, generative ai with LLMs is another best option.
Ok thanks.
basically i am working on Trade promotions module with a partner. we have some sample data - it is structured data identifying differnt coupons, discouts strategies like buy 1 get 1 free etc by date for past 10 years etc. But it also has the price it was sold for, the mark ups, seasonal holiday sales volumes etc and SKU for product id etc.
so if we have few hundred records we want to create like a millions of them over 10 yrs etc.
we also need to be mindful of not randomizing but maintain some relationships in the randomization.
Which then we want to train our model on this data.
So wanted to explore creating synthetic data based on some limited real structured data.
I dont care about image processing for this project.
Specifically lookin to create Synthetic data first.
thanks.!
i have done with AI programming with Deep learning - for stocks prediction. not sure its Generative ai or not.
In Kaggle, in one of the free courses, I think they try to create tabular numerical data! Check it out.