I teach in the field of computer science, machine learning and computer vision at Ecole Centrale Marseille (ECM) and at the Aix-Marseille University (AMU) in the Master IAAA (Artificial Intelligence and Machine Learning)

2024-2025

Computer Vision

TP1

Slides CNN

TP2

Slides_archi – Slides_detection

TP3 – Dataset

Slides_trans – Slides_ret

Slides_XAI1 – Slides_XAI2

TP4 – TP_XAI2 – TP_XAI3

Centrale Digital Lab – Fall – Deep learning

Part 1 : Slides – TP2

Part 2 : Slides – TP_classif – Dataset

Part 3 : Slides-det – Slides-ret – TP_retrieval

Part 3B : Slides-interp – TP_gradCAM

2023-2024

Hackathon cheat-sheet

Computer Vision Inverted 3A IAM

CV Part 1 : Slides – TP – Dataset

Inverted Class list

Part 1: Convolution 1

Part 2: Convolution 2

Part 3: Detection

Part 4: Segmentation

Part 5: Transformers

Part 6: Self-supervised

Part 7: Generation

Part 8: LLM and vision

Part 9: Interpretability

2022-2023

Centrale Digital Lab – group 2 – Deep learning

Part 2 : Slides – TP2

Part 4 : Slides – TP_classif – Dataset

Part 5 : Slides-det – Slides-ret – TP_retrieval

Part 6 : Slides-interp – TP_gradCAM

Computer Vision 3A IAM

Part 1 : Slides-intro – Slides-archi – Slides-det – TP_classif – Dataset

Part 2 : Slides-ret – Slides-interp – TP_retrieval – TP_gradCAM

Centrale Digital Lab – group 1 – Deep learning

Part 2 : Slides – TP2

Part 3 : Slides – TP_classif – Dataset

Part 4 : Slides – TP_Detection

Part 5 : Slides – TP_gradCAM – TP_retrieval – board

2021-2022

Centrale Digital Lab – group 2 – Deep learning

Part 2 : Slides – TP2

Part 3 : Slides – TP_classif – Dataset

Part 4 : Slides – TP CAM / TP_ret / TP_seg

Data analysis: Big data & Spark

Drive Folder : link

Computer Vision

Part 1 : Slides – TP1

Part 2 : Slides – TP2

Part 3 : Slides – TP3 – Dataset

Part 4 : Slides – TP4

Part 5 : Slides

Extra : TP CAM

Centrale Digital Lab – group 1 – Deep learning

Part 2 : Slides – TP2

Part 3 : Slides – TP_classif – Dataset

Part 4 : Slides – TP CAM / TP Seg / TP_ret

Cluster presentation: cheat_sheet

2020-2021

1A Algo

TP_persistance

Centrale Digital Lab – group 2 – Deep learning

Part 2 : TP

Part 3 : Slides – Slides detection / TP4 – Dataset /

TP CAM / TP Seg

Part 4: TP

ECM 2A – SISN – Deep learning

TP1

TP2

ECM 3A – Big data – Spark

Part 1 and 2: Drive folder

Centrale Digital Lab – group 1 – Deep learning

Part 2 : Slides – TP2

Part 4 : Slides – Slides detection / TP4 – Dataset /

TP CAM /

TP Seg

Centrale Digital Lab – Data Analysis

Part 1 : TP1

Part 2 : TP2 – Data

Formation Python: Ecole doctorale

TP Intro

Datathon Covid 2020:

Notebook – toydataset

2019-2020

ECM 3A IA – Computer vision

Part 1 : Slides – TP archive

Part 2 : Slides – TP archive1 – Dataset – TP archive2

Part 3 : Slides – Notebook_classif – archive_retrieval – Dataset_classif

Part 4 : Slides – Archive 1 – Archive 2

2018-2019

Master 2 IAAA – Deep learning

Slides (short version!) – Notebook – Dataset

ECM 3A IA – Deep learning – deep architectures

Slides – Notebook – Dataset

ECM 1A Tronc commun informatique – travail en autonomie

TD A2 : Sujet

TP A2 : Sujet

– TP archive – Dataset

Part 3 : Slides – TP archive part A / TP archive part A drive link – TP archive part B / TP archive part B drive link

Part 4 : Slides – TP archive