- From openclassrooms.com
Train a Supervised Machine Learning Model
Course
en
English
8 h
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- Self-paced
- Free Access
- Fee-based Certificate
- 4 Sequences
- Intermediate Level
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 (formerly Le site du Zéro or SdZ) is a website that offers courses about computer science and entrepreneurship. Online courses can be made both by site staff, professors of universities or colleges partner as by its members.
Today, courses are available in several formats: MOOC (Massive Open Online Course), web text, e-book, book and video. The company delivers certifications for certain courses, including one recognized by the state in partnership with IESA multimedia.
Platform
OpenClassrooms (formerly Le site du Zéro or SdZ) is a website that offers courses about computer science and entrepreneurship. Online courses can be made both by site staff, professors of universities or colleges partner as by its members.
Today, courses are available in several formats: MOOC (Massive Open Online Course), web text, e-book, book and video. The company delivers certifications for certain courses, including one recognized by the state in partnership with IESA multimedia.
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