Machine learning and data pyramid

Machine Learning per il business

Karolis Urbonas

Head of Machine Learning & Science, Amazon

Machine Learning applications

ML is applying statistical or computer science methods on data to:

  1. Draw causal insights

    "What is causing our customers to cancel their subscription to our services?"*

  2. Predict future events

    "Which customers are likely to cancel their subscription next month?"*

  3. Understand patterns in data

    "Are there groups of customers who are similar and use our services in a similar way?"*

Machine Learning per il business

Data hierarchy of needs

Data pyramid

Machine Learning per il business

Collection

Collection

Machine Learning per il business

Storage

Storage

Machine Learning per il business

Preparation

Preparation

Machine Learning per il business

Analysis

Analysis

Machine Learning per il business

Model prototyping and testing

Prototyping-testing

Machine Learning per il business

ML in production

ML-AI

Machine Learning per il business

Focus

Focus-of-the-course

Machine Learning per il business

Let's practice!

Machine Learning per il business

Preparing Video For Download...