Data, IA , Machine learning, deep learning, data analysis ;

Course / Course Details

Python pour machine learning

Artificial intelligence

By - VALDINI DOUGLACE LEMOFOUET
0 students
15 Hours
(0)

Course Requirements

✔️ Débutants en Data Science souhaitant apprendre Python
✔️ Étudiants et professionnels voulant appliquer Python au Machine Learning
✔️ Développeurs cherchant à explorer l’IA et la modélisation prédictive

Course Description

Vous souhaitez maîtriser Python pour le Machine Learning et la Data Science ?
Ce cours est conçu pour vous donner une base solide en Python, en mettant l’accent sur les outils et bibliothèques incontournables pour l’apprentissage automatique.

Course Outcomes

✅ Explorer les bibliothèques essentielles pour le Machine Learning : NumPy, Pandas, Matplotlib, Scikit-Learn
✅ Manipuler et visualiser des données pour mieux les exploiter dans vos modèles
✅ Implémenter des algorithmes de Machine Learning de base et évaluer leurs performances

Course Curriculum

5 chapters
25 lectures
5 quizzes
15 Hours total length

Toggle all chapters

1 Indexing Slicing Masking

19 Min

2 NUMPY STATISTIQUES et MATHÉMATIQUES

30 Min

3 Tableau à N dimensions

25 Min

4 BROADCASTING

17 Min

5 Quiz 2 : Numpy [Quiz]

N/A

1 les bases

19 Min

2 Graphiques Importants

25 Min

3 Scipy

30 Min

4 Quiz 3: Matplotlib et Scipy [Quiz]

N/A

1 Introduction

18 Min

2 Time series

26 Min

3 Quiz 4: Pandas [Quiz]

N/A

1 tuto Seaborn

18 Min

2 Quiz 5: Seaborn [Quiz]

N/A

1 KNN, LinearRegression et SUPERVISED LEARNING

20 Min

2 MODEL SELECTION : Train_test_split, Cross Validation, GridSearchCV

22 Min

3 CROSS-VALIDATION SKLEARN

21 Min

4 SKLEARN PRE-PROCESSING + PIPELINE

38 Min

5 MÉTRIQUES de RÉGRESSIONS en DATA SCIENCE (Coefficient de Détermination, Erreur Quadratique, etc... )

18 Min

6 SKLEARN PIPELINE AVANCÉE

14 Min

7 SKLEARN IMPUTER : NETTOYAGE DE DONNÉES

12 Min

8 FEATURE SELECTION avec SKLEARN

26 Min

9 APPRENTISSAGE NON-SUPERVISÉ

41 Min

10 ENSEMBLE LEARNING : BAGGING, BOOSTING et STACKING

26 Min

11 Quiz 6: Sklearn [Quiz]

N/A

Instructor

VALDINI DOUGLACE LEMOFOUET

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Duration 15 Hours
Lectures 25 lessons
Enrolled 0 students
Category: Artificial intelligence
5 Quizzes
Language: French
Skill Level Beginner
Certificate of Completion
Full lifetime access

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Python pour machine learning

Course Requirements

Course Description

Course Outcomes

Course Curriculum

Instructor

VALDINI DOUGLACE LEMOFOUET

Course Full Rating

0

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Python pour machine learning

Course Requirements

Course Description

Course Outcomes

Course Curriculum

Numpy 5 Lectures 1 Hour 31 Min

Matplotlib et Scipy 4 Lectures 1 Hour 14 Min

pandas 3 Lectures 44 Min

Seaborn 2 Lectures 18 Min

Scikit-learn 11 Lectures 3 Hours 58 Min

Instructor

VALDINI DOUGLACE LEMOFOUET

Course Full Rating

0

Student Feedback

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