Building the project team

Implementing AI Solutions in Business

Jacob H. Marquez

Data Scientist

The project team

 

Dependent on

• Use case
• What you're building or buying
• Size of your company

 

Types of Roles

• Machine Learning
• Software Engineering
• Business

The machine learning roles

• Exploring data
• Transform data for the AI
• Monitoring and evaluation

• Develop the AI
• Select algorithm
• Ensure learning of patterns
• SME consultant

The software engineering team

 

• Solution Architect
• Data Engineer
• Product Engineer
• UX Designer
• Operations

The software engineering team

• Design the system architecture
• Cloud services, compute requirements
• Could be Technical PM

• Build data pipelines
• Move, aggregate, transform, store
• Could be data analyst or ML scientist

The software engineering team

• aka Software Engineers
• Build the product or feature
• Create back-end and front-end

• Create the experience
• Intuitive user interface

The software engineering team

• Automate and productionalize the AI model
• Monitor and alert systems

• Development lifecycle
• Enable continuous integration and delivery of the product

The business roles

• Clearly defined requirements
• Build the timeline
• Drive clarity

• Industry and end-user expertise
• SME from use case business area
• Consultant
• Use case identification
• Evaluate impact

Third-party support

 

• Hire an outside development partner
• Support change management, upskilling
• Expedite development with pre-built solutions

Let's practice!

Implementing AI Solutions in Business