Innovative data science projects

Here is a list of the innovative data science projects.

Using satellite images for official statistics
Python
package
deep learning
satellite imagery
in production

Using satellite images to improve population censuses in the French overseas territories

1 Oct 2022

“GDP Tracker: a tool for continuous economic forecasting
Projects
machine learning
experiment
forecasts

Models of machine learning for real-time forecasting (nowcasting) to feed INSEE’s economic analyses

1 Jan 2022

Methodological work on the Family Budget survey
Projects
automatic coding
data extraction
POS data

Modernisation of the family budget survey using automatic classification tools

1 Jan 2022

Automatic coding of companies’ main activity
Python
automatic coding
fasttext
package
in production
MLFlow

Develop a machine learning algorithm to automate the classification of companies’ main activities and put it into production

1 Jan 2022

Automatic extraction of the table of subsidiaries and holdings from company accounts
Python
data extraction
API
machine learning
in production

Extract information from company accounts tables, in particular tables of subsidiaries and holdings, contained in scanned images made available by INPI via an API

1 Jan 2021

Automatic coding of occupations in the PCS 2020 nomenclature
Projects
Python
automatic coding
fasttext

Automatically code occupations as part of the switch to the new PCS nomenclature (PCS 2020)

1 Jan 2021

Comparison of matching methods and the contribution of machine learning
matching
administrative data
Resil

To test and compare different matching methods in order to draw up recommendations for the work needed to build directories, particularly as part of the RESIL multiannual…

1 Jan 2021

Classification of checkout data using machine learning
Python
automatic coding
POS data
COICOP
IPC
situation
in production

Using machine learning to classify cash register data in the COICOP nomenclature to calculate the CPI

1 Jan 2020
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