Speed Up Your Model Training with DagsHub Direct Data Access on AWS
Don’t wait for the lengthy data download — Start training your models!
Introduction
Machine learning models are used as the backbone of many industries’ systems. Some of those industries, depending on their use cases have a short window of opportunity to make predictions in real-time.
This phenomenon constrain Machine Learning systems to integrate streaming pipelines to better support the underlying models, thus business requirements.
In this conceptual blog, you will first understand the streaming concept by using the DagsHub Direct Data Access, before exploring its benefits.
The second part will provide you with tools to get familiar with the streaming client through some practical examples.
The last section will explain how to leverage the power of the DagsHub Direct Data Access to train your desired model on an AWS EC2 instance.
What is DagsHub Direct Data Access?
DagsHub Direct Data Access allows Data Scientists and Machine Learning engineers to avoid the lengthy data download to the disk before initiating their mode training. This process can help create efficiency in…
