Machine learning and data pyramid

Machine Learning cho Kinh doanh

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 cho Kinh doanh

Data hierarchy of needs

Data pyramid

Machine Learning cho Kinh doanh

Collection

Collection

Machine Learning cho Kinh doanh

Storage

Storage

Machine Learning cho Kinh doanh

Preparation

Preparation

Machine Learning cho Kinh doanh

Analysis

Analysis

Machine Learning cho Kinh doanh

Model prototyping and testing

Prototyping-testing

Machine Learning cho Kinh doanh

ML in production

ML-AI

Machine Learning cho Kinh doanh

Focus

Focus-of-the-course

Machine Learning cho Kinh doanh

Let's practice!

Machine Learning cho Kinh doanh

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