Applying Machine Learning & Artificial Intelligence to Business Data

Applying Machine Learning & Artificial Intelligence to Business Data workshop is intended for individuals who will perform a Development or Data Science role. This workshop ensures participants’ ability to build, train, tune, and deploy machine learning (ML) models using the Cloud. It will also improve participants’ ability to design, implement, deploy, and maintain ML solutions for given business problems.

CONTENT

Data Engineering

• Create data repositories for machine learning
• Identify and implement a data-ingestion solution
• Identify and implement a data-transformation solution

Exploratory Data Analysis

• Sanitize and prepare data for modeling
• Perform feature engineering
• Analyze and visualize data for machine learning

Modeling

• Frame business problems as machine learning problems
• Select the appropriate model(s) for a given machine learning problem
• Train machine learning models
• Perform hyperparameter optimization
• Evaluate machine learning models

Machine Learning Implementation and Operations

• Build machine learning solutions for performance, availability, scalability, resiliency, and fault tolerance
• Recommend and implement the appropriate machine learning services and features for a given problem
• Apply basic AWS security practices to machine learning solutions
• Deploy and operationalize machine learning solutions

TRAINING METHODOLOGY

The training methodology combines lectures, discussions, group exercises and illustrations. Participants will gain both theoretical and practical knowledge of the topics. The emphasis is on the practical application of the topics and as a result participant will go back to the workplace with both the ability and the confidence to apply the techniques learned to their duties.