Smart analytics and ai rajesh iyer cwin18 nyc
- 2. © 2018 Capgemini. All rights reserved. 2September 18th, 2018
60 Poor Use Case
Doubled Down
85 % Fail Solution:
Try Many
Problem:
Typical Enterprise AI Programs are Set-up for Failure
- 3. © 2018 Capgemini. All rights reserved. 3September 18th, 2018
2
3
4
5
1
6 YOUR
GREAT
TITLE
SOLUTION
DECISION
Deployment Engineering
• Code (MOJO, POJO, PMML, &c.)
• APIs (Flask, Django, Thrift, &c.)
Feature Engineering
• Domain Agnostic
• Domain Driven
Decision Engineering
• Insight Models
• Explanation Models
Solution Engineering
• Problem + Solution Definitions
• Critical Success Factors
Methods Engineering
• Coaching Modelers
• Validating Work
Data Engineering
• Extraction from Sources
• Analytical Data Set (“ADS”)
1
2
3
4
5
6
Skill Groupings
IT/Analyst Business Science
Scaling Experiments: Skill-Mix to Drive Impact
- 4. © 2018 Capgemini. All rights reserved. 4September 18th, 2018
Integration
Platforms
Inference
Model
Explainable
Model
Deployment
Platforms
• Data Munging • Feature
Engineering
• Algorithms
• Ensembles
• Global
• Local
• Individual
• Code
• APIs
Scaling Experiments: AI for AI
- 5. © 2018 Capgemini. All rights reserved. 5September 18th, 2018
Prove
Concept
Work
Alongside
Scaling
Resources
What Does a Success Partnership Look Like?:
Phase 1: Strengthen AI Capabilities
Phase 2: Scales Up XAI Efforts to Accelerate Impactful Solutions
Phase 3: Capgemini Provides any Support as Needed When Needed
Delivering Impact: How can Capgemini Help?