install.packages("tidyverse")
install.packages("DT")
install.packages("kabble")
install.packages("kableExtra")
install.packages("knitr")
Teaching
Machine Learning and Statistical Learning (AMU)
Aix Marseille University
Master in Economics: Econometrics, big data, statistics Track
The 24 hours course alternates between lectures and practical sessions.
Week 1
Week 2
Week 3
- K-nearest neighbors
Slides Exercise - Support Vector Machines
Slides Exercise - Hands-on: dealing with images
jupyter notebook to complete
- K-nearest neighbors
Week 4
Working with imbalanced datasets
notebookExplainability: Shap Values
Slides jupyter notebookMachine learning and ethics
Slides
Machine Learning Training (ECB)
European Central Bank
Course by Emmanuel Flachaire, Professor of Economics at Aix-Marseille Université.
Hands-on sessions by me.
Training organised by :
- Mario Porqueddu, Senior Economist, Prices and Costs Division, European Central Bank.
- Linda de Leeuw, Directorate General Economics, Prices & Costs Division, European Central Bank
Aix Marseille University
Undergraduates students in Economics
Here are some resources to learn how to use R (in French).
Course ebook
Hands-on sessions
Old slides
- Introduction (PDF version, R codes)
HTLM Slides PDF codes - Data (PDF version, R codes)
HTLM Slides PDF codes - Tables (PDF version, R codes)
HTLM Slides PDF codes - A few words on dates (PDF version)
HTLM Slides PDF - Functions (PDF version, R codes)
HTLM Slides PDF codes - Loops and apply functions (PDF version, R codes)
HTLM Slides PDF codes - Graphs with ggplot2 (PDF version, R codes )
HTLM Slides PDF codes - Linear regression (PDF version, R codes)
HTLM Slides PDF codes
Aix Marseille University
Magistère ingénieur économiste degree
Please find below an e-book for python beginners.
I have prepared two templates for students academic reports. A first one using LaTeX only, and a second one using RMarkdown.
1 Using LaTeX
I assume that you are familiar with LaTeX.
If you want to have a look at the final output that you will be able to get: PDF report
You can download the archive that contains the template: LaTeX template
2 Using RMarkdown
2.1 Resources
If you want to produce academic reports using RMarkdown, I have prepared a template which can generate either HTML or PDF reports.
If you are not familiar with RMarkdown, you can read this small notebook:
🇬🇧 How to use RMarkdown 🇨🇵 Comment utiliser RMarkdown
2.2 Prior requirements
Some R packages are required: tidyverse, DT, kabble, kableExtra, knitr. If these packages are note installed, please run the following line in the R console:
In addition, to be able to compile the document to get the final output in a PDF format, a LaTeX engine is required. A very simple way to get one is to execute the following code in the R console:
::install_tinytex() tinytex
If you want to customize the theme, you can look in the following files:
- for HTML documents:
assets/style.css
. - for PDF documents:
assets/style_rapport_amu.css
2.3 Preview of the final output
If you want to have a look at the final output that you will be able to get:
2.4 The template
You can download the archive that contains the template: