Machine learning with Python

Reference: Trainevo-092022-IT- 10

Domain: IT

LANGUAGE (S):

DURATION :
5 days

This training allows you to acquire operational skills in machine learning and to become familiar with the main techniques while emphasizing good practices. The training also includes a practice in Python for each technique covered.

Anyone wishing to acquire operational skills in machine learning.

Prerequisite:

Knowledge of Python.

Elements of statistics and linear algebra.

Acquire the fundamental concepts of machine learning.

Acquire operational skills to lead a business project involving machine learning.

Be aware of the best practices of machine learning and data analysis.

Introduction to Machine Learning

Fundamentals of Artificial Intelligence
Machine learning principles and learning typologies
Classification and regression

Linear models

Linear regression
Diagnostic techniques
Overlearning and regularization
Lasso and Ridge regressions
Logistic regression
Practice in Python

Nonlinear machine learning models

Decision trees
Random Forests
Gradient Boosting
Support Vector Machine (SVM)
K nearest neighbours (KNN)
K-means
Principal Component Analysis (PCA)
Practice in Python

Template Selection

Selection techniques for linear models
Cross-validation
Best practices
Practice in Python

Introduction to deep learning

Principles of deep learning
Neural networks
Training of classical neural networks
Typologies of neural networks (CNN, RNN, GNN, etc.)
Modern deep learning
Practice in Python

Machine learning project

The training includes a theoretical part and a practice in Python of each technique covered.

Enterprise use cases.

Submission of a certificate of attendance.

Address: 19 rue de l’industrie, 8069, Bertrange

For in-company training, please contact us.

Price

1600 € Tax free / Participant

Subscription request

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