Infrastructure

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

To build or to buy?

Build custom

Buy existing

Cloud

Cloud.

On-premise

On-premise.

AI solutions may need different hardware
Needs to handle
- Higher volumes of data
- More complexity
- Typical software processes

Data Infrastructure

AI Dev Environment

Deployment infrastructure.

Storage.

Storage and data pipelines.

Storage and data pipelines.

AI model.

AI Dev Environment.

Compute.

Algorithm.

Deployment Infrastructure

Where the solution will be hosted, interacted with, monitored, secured, and more
Eventually will include MLOps and DevOps

Questions to consider

What is the end-user interface?
Does it need to be built or will the AI solution be integrated into an existing system?
Does the AI solution need to be real-time?
Who should be able to access the AI solution?

Implementing AI Solutions in Business