Train a Supervised Machine Learning Model

Name: Train a Supervised Machine Learning Model
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Author: OpenClassrooms

МООК

Английский

8 h

Source

From openclassrooms.com

Conditions

Self-paced
Free Access
Fee-based Certificate

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4 Sequences
Intermediate Level

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Course details

Syllabus

Part 1 - Understand the Process of Training a Model
1. Think Through a Classification Task
2. Build a Model by Hand
3. Build a Model With Python
Quiz: Understand the Process of Training a Model

Part 2 - Prepare Your Data With Feature Engineering
1. Clean Your Data
2. Create New Features From Existing Features
Quiz: Apply Your Feature Engineering Skills to the Titanic Dataset

Part 3 - Build a Classification Model
1. Understand the Decision Trees Algorithm
2. Understand the Logistic Regression Algorithm
3. Build and Evaluate a Classification Model
Quiz: Build a Classification Model With the Titanic Dataset

Part 4 - Build a Regression Model
1. Understand the Linear Regression Algorithm
2. Understand the KNN Algorithm
3. Build and Evaluate a Regression Model
Quiz: Build a Regression Model With the House Price Dataset

Certificate

Prerequisite

A solid grounding in Python. If you are unfamiliar with this programming language, we highly encourage you to take the following courses: Learn Python Basics for Data Analysis and Use Python Libraries for Data Science.

A solid understanding of basic one and two-dimensional descriptive statistics, in particular:
The basic terminology used in statistics
Measures of central tendency
Measures of spread
Correlations

Instructors

Llewelyn Fernandes
Founder of Think Create Learn (@tcreatelearn), helping young people and career changers build skills in data, AI, robotics, and programming.

Editor

OpenClassrooms (anciennement le Site du Zéro ou SdZ), est un site web qui propose des cours autour de l'informatique, des sciences et de l'entrepreneuriat.

Les cours en ligne peuvent être réalisés aussi bien par l'équipe du site, des professeurs d'universités ou de grandes écoles partenaires que par ses membres.

Aujourd'hui, les cours sont disponibles dans plusieurs format : MOOC (Massive Open Online Course), texte web, e-book, livre et en vidéo. L'entreprise délivre des certifications pour certains cours, dont une reconnue par l'état, en partenariat avec IESA multimédia.

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