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Artificial intelligence · Level 2 — Intermediate

Machine learning with Python

NumPy and pandas, regression and classification, evaluation and validation, and scikit-learn on real problems.

This course’s lessons are being written; see the syllabus and plan ahead.

  • Taught by Mahdi Mashaal

Who it is for

  • Someone who knows Python and the AI concepts

After this course

  • Take an ML problem from data to an evaluated model

Before you start

  • AI for beginners and Python for beginners

Syllabus

  1. 1ToolsComing
    1. NumPyComing
    2. pandasComing
  2. 2ModelsComing
    1. RegressionComing
    2. ClassificationComing
    3. Trees and ensemblesComing
  3. 3EvaluationComing
    1. MetricsComing
    2. Validation and overfittingComing
  4. 4The level projectComing
    1. Project: a business modelComing

The level project

A model for business data, with an evaluation report

Passing this level means: ships a small real project — Ember medal