Full course description
Objective
This course introduces advanced topics core to the Data science profession
Badge
Earn IBM's Machine learning for Data Science Projects badge
Audience
This course is only available to people affiliated with Illinois Tech
Credit
None, this is a not-for-credit course
Prerequisites
Complete the Enterprise Data Science in Practice course
Scope
- Data modeling
- Machine learning
- Deep learning
- Real-world use cases
Learning outcomes
- Understand the use of AI automation to accelerate the data model management lifecycle
- Understanding of linear algebra principles for machine learning
- Understanding of different modeling techniques
- Understanding of model validation and selection techniques
- Communicate results translating insight into business value
- Demonstrate through a project the ability to test different models on a dataset, validate and select the best model, and communicate results
- Hands-on experience on IBM AutoAI, and IBM Watson Visual Recognition
- Understand the inner dynamics of an auto insurance company and use Data science and AI to improve business outcomes