This intensive training course explores the fundamentals of data mining and machine learning, focusing on techniques for extracting knowledge from data, predictive modeling, and performance evaluation. It combines theory and practical workshops to enable participants to build intelligent and interpretable models.
Objectives
The objective of this training is to gain an understanding of the principles of data mining and machine learning, to know how to apply and evaluate different analysis algorithms, and to put this knowledge into practice using tools such as Scikit-learn.
Is it for you ?
Data Analysts, Junior Data Scientists, Developers, Technical Project Managers
Prerequisite
Basic knowledge of statistics and programming (Python recommended)
Your benefits
Content
Introduction to Data Mining
Chapter 1: Fundamentals
- Definition and challenges
- Life cycle of a data mining project
Chapter 2: Data preparation
- Cleaning, transformation, normalization
- Feature engineering
Workshop 1: Preparing a real dataset
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Machine learning algorithms
Chapter 3: Supervised Learning
- Linear regression, logistic regression
- Decision trees, Random Forest
Chapter 4: Unsupervised Learning
- K-means, PCA, hierarchical clustering
Workshop 2: Classifying a dataset with Scikit-learn
Evaluation and interpretation
Chapter 5: Model evaluation
- Accuracy, precision, recall, F1-score
- ROC curves, confusion matrix
Chapter 6: Interpretability and bias
- SHAP, LIME
- Ethics and algorithmic bias
Workshop 3: Optimizing and interpreting a predictive model
💡 Useful information
Our training sessions are offered in Montreal or Quebec City, in person or in virtual format. Dates and locations are provided when you select your session below. If you have any questions regarding registration, schedules, the language of instruction, or cancellation policies, please consult our FAQ .
Trainers
Private or personalized training
Do you have several employees interested in the same training course? Whether in person at your offices or remotely in virtual mode, we offer private training courses tailored to your team's needs. Group rates are available. Contact us for more details or request a quote online.
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