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Artificial Intelligence
Machine Learning Foundations with Python
Build and evaluate real machine learning models in Python, from data preparation to deployment thinking.
Advanced5 daysHybridRolling intake
Five days of technical training for analysts, engineers and developers moving into machine learning. You will prepare data, train models, evaluate them honestly and understand what deployment requires.
Includes regression, classification, feature engineering, validation strategy and the ethical considerations that matter in production.
Course modules
- 1
Python and data handling for machine learning
- 2
Feature engineering and data quality
- 3
Regression and classification models
- 4
Validation, metrics and avoiding overfitting
- 5
From notebook to production
What you will be able to do
- Prepare data for modelling properly
- Train and evaluate regression and classification models
- Choose metrics that reflect business reality
- Explain a model's limitations to stakeholders
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