Deep learning on cloud
Did you use your machine GPU?
You can use batch processing, and train you're data chunk by chunk, it will take some time to go through all of your 10GB, but it will eventually gives you the result without paying extra.
You can also create a free account on GCP and they will give a 300$ worth of credits and try to execute your models...
The same with Amazon Web Serives, 100USD promotional credits for students, 150USD for educators, 30USD for other occupations AWS
Microsoft Azure give 200USD for free too Azure