This course is eligible

www.moncompteformation.gouv.fr

Prerequisites
A good knowledge of mathematical tools (linear algebra, probability, statistics) and programming (Python).
Upcoming Intakes
6, 7, 20 and 21 March and 3 April 2026
Price
1,950 euros excluding VAT
Location
Paris-Villejuif Campus
Professionnel
10
Links
Presentation
Target Audience
Objectives
Contents
Useful Links
Trainers
Martial HENNIQUE
Admissions Manager

Certification

This module is the third and final part of the ‘Data Science and Modelling’ certificate . The aim is to explore the main challenges of machine learning and the ethical and legal considerations surrounding the use of data in the business world.

This qualification can be accrued over a period of 5 years

You can choose to work towards the full qualification gradually over time or to have your additional skills recognised through the VAE.
Info

Find out about the programme’s assessment and teaching methods  

  See more
Click here to find out about the programme’s assessment and teaching methods  
Performance indicators 2024–2025
Content updated on 18 November 2025
100%
Satisfaction rate
100%
Graduation rate
100%
Degree pass rate

Objectives

This course will provide you with:
  • The knowledge required to evaluate and analyse the performance of a machine learning model.
  • The skills required to work with small databases and manage overfitting.
  • The keys to developing a critical perspective on the challenges of AI and its social and ethical implications.
Contents
Module 1
Module 1
Machine Learning (ML) Model Evaluation

  • Hands-on experience with key tools and metrics to measure model accuracy, robustness, and reliability.

Module 2
Module 2
Working with Small Datasets

  • Learn techniques for data augmentation, regularization, and transfer learning when training data is limited.

Module 3
Module 3
Challenges in Applying Machine Learning

  • Address ethics, algorithmic bias, interpretability, and operational constraints in production ML systems.

Click below to view the details of this certificate on the CPF funding website

Moncompteformation.gouv

Faculty / Lecturers

  • Info

    Areas of expertise
    Robotics and generative AI

    Djouzar ABASSEBAY

    Expert Lecturer
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  • Abreu
    Info

    Areas of expertise
    IoT, networks, performance evaluation, machine learning, smart cities

    Dr Thiago ABREU

    Affiliated Professor
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  • Dr Yasser ALMEHIO
    Info

    Areas of specialisation
    Computer Vision, AI

    Dr Yasser ALMEHIO

    Associate Professor
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  • Dr Ehsan Amin
    Info

    Areas of expertise
    Biotechnology, Artificial Intelligence, Data Science

    Dr Ehsan Amin

    Expert lecturer
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  • Dr Doreid AMMAR
    Info

    Areas of expertise
    Data Science, Data Mining, Machine Learning, Artificial Intelligence, the Internet of Things, Computer Networks

    Dr Doreid AMMAR

    Lecturer in Data Science and Computer Science | Academic Director
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  • Info

    Areas of Expertise
    : Epistemology of AI, Data Science, Machine Learning Engineering

    David APPADOURAI

    Assistant Professor | Ph.D. Candidate
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  • Dr Aladdin AYESH
    Info

    Areas of expertise
    Artificial Intelligence, Mobile Cognitive Systems, Data Analytics, Business Intelligence

    Dr Aladdin AYESH

    Visiting Professor in Artificial Intelligence | Professor of Artificial Intelligence, De Montfort University (Leicester)
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  • Yan Elyes BAILI
    Info

    Areas of expertise
    Governance of AI systems, algorithmic accountability, technology law

    Yan Elyes BAILI

    Senior Lecturer – PhD student in private law
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  • Sébastien de Beauffort
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    Areas of expertise
    IT, Entrepreneurship, Agile, Design thinking

    Sébastien de Beauffort

    Professor and Expert in Entrepreneurship | Entrepreneur
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  • Dr Bilel BENBOUZID
    Info

    Areas of expertise
    Sociology of science

    Dr Bilel BENBOUZID

    PhD, Affiliated Professor | Affiliated Professor, AI Ethics | | Senior Lecturer in Sociology – Université Paris Est
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  • Dr Karam BILAMI
    Info

    Areas of expertise
    IT, blockchain, IoT, cybersecurity

    Dr Karam BILAMI

    PhD in Computer Science | Lecturer and Researcher | Trainer – Freelancer
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  • Ruta Binkyte-Sadauskiene
    Info

    Areas of expertise
    AI ethics, fairness, privacy, causality, machine learning

    Ruta Binkyte-Sadauskiene

    Affiliated Professor in AI Ethics | Associate Professor in AI Ethics
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  • Dr Zakaryae BOUDI
    Info

    Areas of expertise
    Data science, Big Data

    Dr Zakaryae BOUDI

    Professor specialising in data science
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  • Eric Boyrie
    Info

    Areas of expertise
    Human Resources Management, Human Resources, Business Unit Management

    Eric Boyrie

    Expert Lecturer – Founder of Ramp-Up-RH
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  • Fayçal Braham
    Info

    Areas of expertise
    Artificial intelligence
    Data Science

    Fayçal Braham

    Associate Professor
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  • Guendalina Caldarini
    Info

    Areas of expertise
    Machine Learning, Natural Language

    Dr Guendalina CALDARINI

    Associate Professor and Head of the MSc in Data Management
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  • Marion CARRÉ
    Info

    Areas of expertise
    AI and the Arts, Entrepreneurship

    Marion CARRÉ

    Professor and Expert in AI and the Arts | Co-founder and Chair of Ask Mona
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  • Dr Tawhid CHTIOUI
    Info

    Areas of expertise
    Management, Management Accounting, Communication and Organisational Change, Informal and Panoptic Control, Governance and Organisational Performance

    Dr Tawhid CHTIOUI

    Chairman of aivancity, Professor
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  • Dr Burak ÇIVITCIOĞLU
    Info

    Areas of expertise
    Artificial intelligence, machine learning, deep learning

    Dr Burak ÇIVITCIOĞLU

    Associate Professor
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  • Axel CYPEL
    Info

    Areas of expertise
    AI, Project Management, Financial Risk, Capital Markets

    Axel CYPEL

    Senior Lecturer in AI | Head of the LCL AI Projects Division
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  • Dr Yvonne DALLE
    Info

    Areas of expertise
    AI Project Management – Strategy and Innovation

    Dr Yvonne DALLE

    Senior Lecturer in Innovation and Strategy | Project Manager specialising in AI and Data Science, VYV GROUP
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  • Maxime DARRIN
    Info

    Areas of expertise
    Machine learning, Mathematics, Computer Science, Philosophy of science, AI, Data science, Reinforcement learning, Formal verification

    Maxime DARRIN

    Affiliated Lecturer in AI Ethics | PhD student in Computer Science
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  • Laura DEGIOANNI
    Info

    Areas of expertise
    Artificial intelligence

    Laura DEGIOANNI

    Expert Lecturer
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  • Dr Justine DIMA
    Info

    Areas of expertise
    Artificial intelligence, human resources, change management, occupational health

    Dr Justine DIMA

    Affiliated Lecturer in AI, Management and Human Resources | PhD student in Management at Laval University
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  • Dr Stefan DUPREY
    Info

    Areas of expertise
    AI and blockchain, data science, DataOps...

    Dr Stefan DUPREY

    Expert Lecturer | SwissBorg Quant/Blockchain Research & Fund Manager
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  • Emile EGRETEAU-DRUET
    Info

    Areas of expertise
    Life cycle assessment, Environmental impacts of digital technology and the IoT

    Emile EGRETEAU-DRUET

    Assistant Lecturer, PhD student
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  • Rachida EL AMRANI
    Info

    Areas of expertise
    Transformation programme management, IT project management, Change management, Management of international and multicultural teams

    Rachida EL AMRANI

    Senior Lecturer in Management and IT Project Management | Head of the Finance Information Systems Department at BNP Paribas Asset Management (BNPP AM) – Paris
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  • Dr Kaoutar EL HANDRI
    Info

    Areas of expertise
    Artificial Intelligence and Big Data

    Dr Kaoutar EL HANDRI

    Associate Researcher
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  • Zouhir EL RHOMRI
    Info

    Area(s) of expertise: team management, project management, international management, AI and project management.

    Dr. Zouhir EL RHOMRI

    Professor | Program Manager
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  • Dr Hossam FRAIHAT
    Info

    Areas of expertise
    Machine Learning, Deep Learning, Signal Processing, Computer Vision

    Dr Hossam FRAIHAT

    Associate Researcher
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  • Dr Souheil HANOUNE
    Info

    Areas of expertise
    AI, Machine Learning

    Dr Souheil HANOUNE

    Associate Professor
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  • Dr Guillaume HOCHARD
    Info

    Areas of expertise
    AI, Generative AI, AI Project Management, Deep Learning, Machine Learning, Time Series

    Dr Guillaume HOCHARD

    Associate Professor
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  • Dr Mounira ILAHI
    Info

    Area of expertise
    IT

    Dr Mounira ILAHI

    Associate Professor
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  • Dr Yang JIAO
    Info

    Areas of expertise
    Data science

    Dr Yang JIAO

    Professor and Expert in Data Science | Lead Data Scientist at Coface
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  • Dr Jean-Marie JOHN-MATHEWS
    Info

    Areas of expertise
    Artificial Intelligence, Ethics, Philosophy, Data Science, Statistics and Machine Learning

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  • Dr Anuradha KAR
    Info

    Areas of expertise
    Artificial intelligence, robotics, machine learning, deep learning

    Dr Anuradha KAR

    Associate Professor of AI & Robotics
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  • Dr Chiraz KAROUI
    Info

    Areas of expertise
    AI law, Data protection, Contract law, European law, Sustainability law, Sustainable finance, Civil law, Insurance law, Arbitration

    Dr Chiraz KAROUI

    Associate Professor
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  • Dr Mostepha KHOUADJIA
    Info

    Areas of expertise
    Functional and technical management, functional architecture, artificial intelligence, big data and data science

    Dr Mostepha KHOUADJIA

    Associate Researcher
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  • Dr Safa LADGHAM
    Info

    Areas of expertise
    Applied Mathematics, Probability

    Dr Safa LADGHAM

    Affiliated Professor of Applied Mathematics
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  • Maud LAMBERT
    Info

    Areas of expertise
    Law, AI, Technology, Data

    Maud LAMBERT

    Senior Lecturer, Digital and AI Law | Partner – Smalt Avocats
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  • Olivier LASCAR
    Info

    Areas of expertise
    Journalism, Media

    Olivier LASCAR

    Professor and Media Expert | Editor-in-Chief of *Sciences et Avenir*
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  • Dr Paul Lerner
    Info

    Areas of expertise
    Computer science, automated processing, machine learning

    Dr Paul Lerner

    Expert Lecturer
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  • Joffrey MARTINEZ
    Info

    Areas of expertise
    AI, Transformation, Digital, Innovation, Data

    Joffrey MARTINEZ

    Expert Lecturer
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  • Dr Virginie MATHIVET
    Info

    Areas of expertise
    AI & Deep Learning, Machine Learning, IoT, Neural Networks, AI Project Management

    Dr Virginie MATHIVET

    Senior Lecturer in AI & Deep Learning | Head of R&D, Teamwork Corporate
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  • Dr Etienne MAUFFRET
    Info

    Areas of expertise
    Distributed systems and algorithms, data management, data consistency, autonomous data, multi-agent systems, federated learning

    Dr Etienne MAUFFRET

    Associate Professor | Programme Director
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  • Nasreddine MENACER
    Info

    Areas of expertise
    data science, artificial intelligence, intelligent systems and robotics

    Nasreddine MENACER

    Assistant Lecturer – PhD student
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  • Vincent de MONTALIVET
    Info

    Areas of expertise
    Climate change, circular economy, ESG, Data & AI, CSR, Sustainable development, GreenIA

    Vincent de MONTALIVET

    Professor and Expert in Sustainable Artificial Intelligence – Sustainable AI Leader @Capgemini
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  • Dr Alioune NAR SAMBE
    Info

    Areas of expertise
    Data Science and AI

    Dr Alioune NAR SAMBE

    Associate Professor
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  • Dr Mehdi NEKHILI
    Info

    Areas of expertise
    Management, Corporate Finance, Corporate Governance

    Dr Mehdi NEKHILI

    Affiliated Professor of Management
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  • Benedict O’Donnell
    Info

    Areas of expertise
    English

    Benedict O’Donnell

    Expert teacher of languages and culture | English teacher
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  • David RAUX
    Info

    Areas of expertise
    HR data analysis, management accounting

    David RAUX

    Senior Lecturer in Data Analysis | Lecturer in Management Science (specialising in Information Systems) at the University of Nanterre
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  • Stéphanie RODRIGUES
    Info

    Areas of expertise
    Artificial Intelligence, Generative AI and Agent-Based AI

    Stéphanie RODRIGUES

    Artificial Intelligence Trainer
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  • Valentin SCHMITE
    Info

    Areas of expertise
    AI and Culture, Art, Artificial Intelligence

    Valentin SCHMITE

    Professor and Expert in AI and Culture | Co-founder of Ask Mona
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  • Maeliza SEYMOUR
    Info

    Areas of expertise
    AI Coding, Project Management, Machine Learning, Change Management, Communication

    Maeliza SEYMOUR

    Professor and Expert in AI and Coding | CEO, CodistAI
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  • Ludan STOECKLÉ
    Info

    Areas of expertise
    Artificial Intelligence, Natural Language Generation (NLG), open-source chatbots, patents, software publishing, coaching

    Ludan STOECKLÉ

    Professor and AI Expert
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  • Dr Levente SZABADOS
    Info

    Areas of expertise
    Data Science, Artificial Intelligence, Innovation Leadership, Natural Language Processing, IT Systems Engineering, Management, Consultancy, Personal Coaching 

    Dr Levente SZABADOS

    Visiting Lecturer in Data Science
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  • Dr Alberto TODESCHINI
    Info

    Areas of expertise
    Artificial Intelligence

    Dr Alberto TODESCHINI

    Visiting Lecturer in Artificial Intelligence | Lecturer & Course Lead in AI, UC Berkeley
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  • Paul TODOROV
    Info

    Areas of expertise
    Data Science, Machine Learning, Deep Learning

    Paul TODOROV

    Senior Lecturer, Data Science | Data Scientist, Manager – Voodoo
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  • Dr Jordan TOURNOIS
    Info

    Areas of expertise
    Strategy, Leadership and Management, Human Resources Management, Steering and Development, Organisational Performance, Institutional Relations

    Dr Jordan TOURNOIS

    Associate Professor, Director of Development, Nice
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  • Dr Layla WAKRIM
    Info

    Field of expertise
    Advanced telecommunications, computer networks, intrusion detection and cybersecurity, applied artificial intelligence

    Dr Layla WAKRIM

    Associate Researcher
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  • Dr Antoun YAACOUB
    Info

    Areas of expertise
    Generative AI, large-scale language models (LLMs), machine learning and deep learning, language and emotion analysis, instructional design and technological innovation.

    Dr Antoun YAACOUB

    Head of the MSc in Generative Artificial Intelligence programme
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  • Dr Sami Zhioua
    Info

    Areas of expertise
    Ethical aspects of artificial intelligence, privacy-enhancing technologies, cybersecurity

    Dr Sami Zhioua

    Affiliated Professor in AI Ethics
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