1. CI/CD in MLOps
Wesly Clark and Cara Phillips
In partnership with
Implementing a Framework for Self-Service
Experimentation and Deployment at Scale

2. 2
J.B. HUNT AT-A-GLANCE
400+
locations across
U.S., Canada,
Mexico, & Asia
17,000+
tractors
and ICs
133,000+
trailing units
30,000+
employees
$9B
trailing 12-
month
revenue
94,000+
carriers
59-year legacy as a leader in the transportation and logistics industry

3. WE HELP
Organizations understand how emerging digital technologies
can enable new business models and transform existing one
Intelligent Applications
AI & Machine Learning
Internet of Things
BI & Big Data
WE BRING
Deep expertise across the Microsoft data analytics,
application development and productivity platforms to enable
new ways of work
Recent Case Studies
WE DELIVER
Engagements to help organizations accomplish their
business goals
Projects Strategy Training
Quick
Starts
Design
Sprints
Managed
Services
WE BUILD
Solutions that help transform organizations through
improved insight and productivity
artisconsulting.com 972.702.9500 artis_info@artisconsulting.com
Business Intelligence
Big Data
AI & Machine Learning
Intelligent Applications
Power Apps
IoT
Founded in 2002, Artis Consulting is a professional services firm dedicated to delivering technology solutions that provide the right information, to the right person, at the right time.

4. PRESENTATION AGENDA
J.B. HUNT TRANSPORT
• Mission Statement
• MLOps Lifecycle
• Motivating Values/Concepts
• Architecture Diagrams
• Clusters and Libraries Tech Demo
• Job Deployment Tech Demo
• Recap

5. Creating the most efficient transportation network in North America
Mission Statement:
Augment
Analysis
Empower
Expertise
Remove
Redundancy
Automate
Action
Detect
Direction
Predict
Possibilities

6. MLOps High Level Lifecycle
ML Environment
Creation
Data Analysis
Feature/Model
Selection
Model
Registration
Experimentation/
Monitoring
Job Deployment/
(Re)Training
Model
Deployment/
Serving
Data Expectations/
Feature Store
Data Collection/
Ingestion
Continuously Develop/Iterate Models

7. Motivating Values/Concepts
Predictable Repeatable
Automated Clearly Defined
Environments
Secure/Self-Service Platform and
Cloud Agnostic

8. Framework Architecture Diagrams

9. PRESENTATION AGENDA
J.B. HUNT TRANSPORT
• Mission Statement
• MLOps Lifecycle
• Motivating Values/Concepts
• Architecture Diagrams
• Clusters and Libraries Tech Demo
• Job Deployment Tech Demo
• Recap

10. THANK YOU