# MOOCs

Voici les moocs qui ont été choisis depuis 2019, ce qui donne une inspiration pour choisir son propre MOOC.

Malheureusement, les liens ne sont pas éternels, certains MOOC peuvent ne plus être proposés (trouvez-en un équivalent !). Cependant, vous pouvez tenter de mettre le lien dans [https://web.archive.org](https://web.archive.org "https://web.archive.org") pour consulter la page Web telle qu'elle apparaissait avant.

(Pour faciliter la navigation dans le tableau, vous pouvez faire **Click Molette** dans le tableau qui va faire apparaître un curseur de déplacement. Vous aurez juste à bouger la souris de gauche à droite pour naviguer sur la longueur de la ligne sans devoir aller tout en bas du tableau. Essayez, vous allez comprendre.)

| Année | Semestre | Thème | Titre MOOC | Niveau MOOC | Lien web MOOC | Informations complémentaires |
|:------|:---------|:------|:-----------|:------------|:--------------|:-----------------------------|
| 2019  | S4       | Data Science | Programming with Python for Data Science | Intermédiaire | [https://www.edx.org/course/programming-with-python-for-data-science](https://www.edx.org/course/programming-with-python-for-data-science "https://www.edx.org/course/programming-with-python-for-data-science") | 6 semaines à 8/9h par semaine. |
| 2019  | S4       | Data Science | Python for Data Science | Intermédiaire | [https://courses.edx.org/courses/course-v1:UCSanDiegoX+DSE200x+2T2017/course/](https://courses.edx.org/courses/course-v1:UCSanDiegoX+DSE200x+2T2017/course/ "https://courses.edx.org/courses/course-v1:UCSanDiegoX+DSE200x+2T2017/course/") | 10 semaines ,8-10 heurs      |
| 2019  | S4       | Data Science | Applied Data Science with Python | Intermédiaire | [https://www.coursera.org/specializations/data-science-python](https://www.coursera.org/specializations/data-science-python "https://www.coursera.org/specializations/data-science-python") | 2 premiers chapitre: 70h     |
| 2019  | S4       | Data Science | Big Data Analysis: Hive, Spark SQL, DataFrames and GraphFrames | Avancé      | [https://fr.coursera.org/learn/big-data-analysis](https://fr.coursera.org/learn/big-data-analysis "https://fr.coursera.org/learn/big-data-analysis") | Approx. 79h ( Environ 6 semaines, 6h-8h/semaine) |
| 2019  | S4       | Data Science | How to Win a Data Science Competition: Learn from Top Kagglers | Avancé      | [https://www.coursera.org/learn/competitive-data-science](https://www.coursera.org/learn/competitive-data-science "https://www.coursera.org/learn/competitive-data-science") |                              |
| 2019  | S4       | Machine Learning / Deep learning | Deep learning with Python | Débutant/intermédiaire | [https://courses.edx.org/courses/course-v1:IBM+ML0101EN+3T2018/course/](https://courses.edx.org/courses/course-v1:IBM+ML0101EN+3T2018/course/ "https://courses.edx.org/courses/course-v1:IBM+ML0101EN+3T2018/course/") | 40-50 h                      |
| 2019  | S4       | Machine Learning / Deep learning | Deep Learning Specialization (Coursera) | Intermédiaire | [https://www.coursera.org/specializations/deep-learning](https://www.coursera.org/specializations/deep-learning "https://www.coursera.org/specializations/deep-learning") | 79h, Plusieurs cours de trois à quatre semaines (fondamentaux, hyper paramètres, réseaux convolutifs, …) Aussi loin que possible, de préférence jusqu'aux CNN donc environ 14 semaines |
| 2019  | S4       | Machine Learning / Deep learning | Online Lectures in Statistical and Financial Topics |             | [https://www.quantopian.com/lectures](https://www.quantopian.com/lectures "https://www.quantopian.com/lectures") | Application in Python - Mooc instead of Eco-Gestion |
| 2019  | S4       | Machine Learning / Deep learning | Principles of Machine Learning: Python Edition | Intermediate | [https://www.edx.org/course/python-principles-machine-learning-3](https://www.edx.org/course/python-principles-machine-learning-3 "https://www.edx.org/course/python-principles-machine-learning-3") | 6 semaines, 6-8h par semaine |
| 2019  | S4       | Machine Learning / Deep learning | Deep Learning Specialization (Coursera) - Module Neural Networks | Intermediate | [https://www.coursera.org/learn/neural-networks-deep-learning](https://www.coursera.org/learn/neural-networks-deep-learning "https://www.coursera.org/learn/neural-networks-deep-learning") |                              |
| 2019  | S4       | Game / App Development | Maîtriser Unity 2018 et le C# - Guide Complet | intermédiaire/avancé | [https://www.udemy.com/maitriser-unity-2018-et-le-c-formation-complete/](https://www.udemy.com/maitriser-unity-2018-et-le-c-formation-complete/ "https://www.udemy.com/maitriser-unity-2018-et-le-c-formation-complete/") | 44h, Possible ajout de celui-ci une fois ce mooc terminé : [https://www.udemy.com/realiser-votre-personnage-avec-blender-unity-de-a-a-z/](https://www.udemy.com/realiser-votre-personnage-avec-blender-unity-de-a-a-z/ "https://www.udemy.com/realiser-votre-personnage-avec-blender-unity-de-a-a-z/") |
| 2019  | S4       | Game / App Development | RPG Core Combat Creator : Learn intermediate Unity C# Coding | Intermédiaire | [https://www.udemy.com/unityrpg/](https://www.udemy.com/unityrpg/ "https://www.udemy.com/unityrpg/") | 42h environ / Certificat     |
| 2019  | S4       | Cyber Sécurité / Cryptographie | Penetration Testing and Ethical Hacking | Intermédiaire/Avancé | [https://www.cybrary.it/course/ethical-hacking/](https://www.cybrary.it/course/ethical-hacking/ "https://www.cybrary.it/course/ethical-hacking/") | 12 CEU = 120h (+ certification) |
| 2019  | S4       | Cyber Sécurité / Cryptographie | Reverse Engineering and Exploit Development | Débutant/Intermédiaire | [https://www.udemy.com/reverse-engineering-and-exploit-development/learn/v4/overview](https://www.udemy.com/reverse-engineering-and-exploit-development/learn/v4/overview "https://www.udemy.com/reverse-engineering-and-exploit-development/learn/v4/overview") | 6 semaine de cours et 8h par semaine, commencé la semaine dernière |
| 2019  | S4       | Cyber Sécurité / Cryptographie | Cryptography | Intermediaire | [https://www.mooc-list.com/course/cryptography-coursera](https://www.mooc-list.com/course/cryptography-coursera "https://www.mooc-list.com/course/cryptography-coursera") | 40h environ (7 semaines estimées) |
| 2019  | S4       | Cyber Sécurité / Cryptographie | Cyber security basics : a hands-on-approach | Intermédiaire | [https://www.edx.org/course/cyber-security-basics-a-hands-on-approach-0](https://www.edx.org/course/cyber-security-basics-a-hands-on-approach-0 "https://www.edx.org/course/cyber-security-basics-a-hands-on-approach-0") | 30 à 42h (6 semaines et 5-7h par semaine) |
| 2019  | S4       | Cyber Sécurité / Cryptographie | Spécialisation Cybersécurité | intermédiaire | [https://www.coursera.org/specializations/cyber-security](https://www.coursera.org/specializations/cyber-security "https://www.coursera.org/specializations/cyber-security") | 70h                          |
| 2019  | S4       | Image / Video Processing / VR | Fundamentals of Digital Image and Video Processing | intermédiaire | [https://www.coursera.org/learn/digital](https://www.coursera.org/learn/digital "https://www.coursera.org/learn/digital") | 48h                          |
| 2019  | S4       | Image / Video Processing / VR | Fundamentals of 3D Architectural Visualization | Intermédiaire/Avancé | [https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-architectural-visualization](https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-architectural-visualization "https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-architectural-visualization") | 50h / Certification professionnelle |
| 2019  | S4       | Image / Video Processing / VR | Spécialisation réalité virtuelle | débutant / moyen | [https://fr.coursera.org/specializations/virtual-reality?action=enroll](https://fr.coursera.org/specializations/virtual-reality?action=enroll "https://fr.coursera.org/specializations/virtual-reality?action=enroll") | 100h                         |
| 2019  | S4       | Maths | Games Theory I and II | Beginner/Advanced | [https://www.coursera.org/learn/game-theory-1](https://www.coursera.org/learn/game-theory-1 "https://www.coursera.org/learn/game-theory-1") + [https://www.coursera.org/learn/game-theory-2](https://www.coursera.org/learn/game-theory-2 "https://www.coursera.org/learn/game-theory-2") |                              |
| 2019  | S4       | Maths | Introduction to Galois Theory | Avancé      | [https://www.coursera.org/learn/galois](https://www.coursera.org/learn/galois "https://www.coursera.org/learn/galois") | 9 semaines, 6h/semaine       |
| 2019  | S4       | Autres | Corporate Sustainability. Understanding and Seizing the Strategic Opportunity Technology Innovation for Sustainable Development Global Environmental Management Environmental Management & Ethics | Beginner/Advanced | [https://www.coursera.org/learn/corp-sustainability](https://www.coursera.org/learn/corp-sustainability "https://www.coursera.org/learn/corp-sustainability") [https://www.edx.org/course/technology-innovation-sustainable-epflx-innov4devx](https://www.edx.org/course/technology-innovation-sustainable-epflx-innov4devx "https://www.edx.org/course/technology-innovation-sustainable-epflx-innov4devx") [https://www.coursera.org/learn/global-environmental-management](https://www.coursera.org/learn/global-environmental-management "https://www.coursera.org/learn/global-environmental-management") [https://www.coursera.org/learn/environmental-management-ethics](https://www.coursera.org/learn/environmental-management-ethics "https://www.coursera.org/learn/environmental-management-ethics") | 17h, 15h, 16h, 18h           |
| 2019  | S4       | Autres | Spécialisation Bioinformatique | Débutant    | [https://www.coursera.org/specializations/bioinformatics](https://www.coursera.org/specializations/bioinformatics "https://www.coursera.org/specializations/bioinformatics") | 12m / 3h par semaine         |
| 2019  | S4       | Intelligence artificielle | Artificial Intelligence (AI) | Avancé      | [https://www.edx.org/course/artificial-intelligence-ai](https://www.edx.org/course/artificial-intelligence-ai "https://www.edx.org/course/artificial-intelligence-ai") | 12semaines, de 8 à 10h par semaine |
| 2019  | S4       | Autres | Introduction to Embedded Systems Software and Developpement Environnement + Embedded Software and Hardware Architecture | Intermédiaire | [https://www.coursera.org/learn/introduction-embedded-systems](https://www.coursera.org/learn/introduction-embedded-systems "https://www.coursera.org/learn/introduction-embedded-systems") [https://www.coursera.org/learn/embedded-software-hardware](https://www.coursera.org/learn/embedded-software-hardware "https://www.coursera.org/learn/embedded-software-hardware") | 33h + 9h =42h                |
| 2019  | S4       | Autres | Cours de stratégie de l'Ecole de Guerre (partie II) / gestion de projets de développement | intermédiaire | [https://www.fun-mooc.fr/courses/course-v1:EPHE+126004+session01/about](https://www.fun-mooc.fr/courses/course-v1:EPHE+126004+session01/about "https://www.fun-mooc.fr/courses/course-v1:EPHE+126004+session01/about") / [https://courses.edx.org/courses/course-v1:IDBx+IDB6.3x+1T2018/course/](https://courses.edx.org/courses/course-v1:IDBx+IDB6.3x+1T2018/course/ "https://courses.edx.org/courses/course-v1:IDBx+IDB6.3x+1T2018/course/") | 20-30h + 30-40h              |
| 2019  | S4       | Autres | Algorithmic Design and Techniques | Intermédiare | [https://www.edx.org/course/algorithmic-design-techniques-uc-san-diegox-algs200x](https://www.edx.org/course/algorithmic-design-techniques-uc-san-diegox-algs200x "https://www.edx.org/course/algorithmic-design-techniques-uc-san-diegox-algs200x") | 6 semaines, 8-10h par semaine |
| 2019  | S4       | Gestion de Projet / Stratégie d'entreprise | Inspired Leadership | intermédiaire/avancé | [https://www.coursera.org/specializations/inspired-leadership](https://www.coursera.org/specializations/inspired-leadership "https://www.coursera.org/specializations/inspired-leadership") | plusieurs mois               |
| 2020  | S3       | Data Science | The Analytics Edge | Intermediate | [https://www.edx.org/course/the-analytics-edge](https://www.edx.org/course/the-analytics-edge "https://www.edx.org/course/the-analytics-edge") | 13 semaines                  |
| 2020  | S3       | Machine Learning / Deep learning | 1) Machine Learning 2) Neural Networks and Deep Learning | Intermediaire | [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning "https://www.coursera.org/learn/machine-learning") [https://www.coursera.org/learn/neural-networks-deep-learning/](https://www.coursera.org/learn/neural-networks-deep-learning/ "https://www.coursera.org/learn/neural-networks-deep-learning/") | 11 semaines 4 semaines       |
| 2020  | S3       | Machine Learning / Deep learning | 1) Machine Learning 2) Advanced Android App Development by Google | 1) Intermediaire 2) Avancé | 1) [https://eu.udacity.com/course/machine-learning--ud262](https://eu.udacity.com/course/machine-learning--ud262 "https://eu.udacity.com/course/machine-learning--ud262") 2). [https://eu.udacity.com/course/advanced-android-app-development--ud855](https://eu.udacity.com/course/advanced-android-app-development--ud855 "https://eu.udacity.com/course/advanced-android-app-development--ud855") | 1) 10-14 semaines 2) 6 semaines |
| 2020  | S3       | Data Science | Python for Data Science | Advanced    | [https://www.edx.org/python-for-data-science](https://www.edx.org/python-for-data-science "https://www.edx.org/python-for-data-science") | 10 semaines (8 à 10h par semaine) |
| 2020  | S3       | Data Science | Data Analysis and Visualization | Intermediaire | [https://eu.udacity.com/course/data-analysis-and-visualization--ud404](https://eu.udacity.com/course/data-analysis-and-visualization--ud404 "https://eu.udacity.com/course/data-analysis-and-visualization--ud404") | 16 semaines                  |
| 2020  | S3       | Data Science | Econometrics | intermédiaire | [https://www.coursera.org/learn/erasmus-econometrics](https://www.coursera.org/learn/erasmus-econometrics "https://www.coursera.org/learn/erasmus-econometrics") | 7 weeks of study, 4-8 hours/week |
| 2020  | S3       | Machine Learning / Deep learning | 1) Machine Learning 2) Machine Learning (application python) | Intermédiaire | [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning "https://www.coursera.org/learn/machine-learning") [https://www.coursera.org/learn/machine-learning-with-python](https://www.coursera.org/learn/machine-learning-with-python "https://www.coursera.org/learn/machine-learning-with-python") | 11 semaines 6 semaines       |
| 2020  | S3       | Machine Learning / Deep learning | Machine Learning | intermediaire | [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning "https://www.coursera.org/learn/machine-learning") | 11 semaines (53h total)      |
| 2020  | S3       | Machine Learning / Deep learning | Machine Learning Fundamentals |             | [https://www.edx.org/course/machine-learning-fundamentals](https://www.edx.org/course/machine-learning-fundamentals "https://www.edx.org/course/machine-learning-fundamentals") |                              |
| 2020  | S3       | Machine Learning / Deep learning | 1)"Introduction to C++" + "Intermediate C++" 2)"Machine Learning" (Stanford) | 1) Introductory + Intermediate 2) Intermediate | [https://www.edx.org/node/70176](https://www.edx.org/node/70176 "https://www.edx.org/node/70176") [https://www.edx.org/node/70166](https://www.edx.org/node/70166 "https://www.edx.org/node/70166") [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning "https://www.coursera.org/learn/machine-learning") | 1) 4 weeks (3-5 h/w) + 4 weeks (5-7 h/w) 2) 11 weeks |
| 2020  | S3       | Machine Learning / Deep learning | Machine Learning | intermediaire | [https://www.coursera.org/learn/machine-learning](https://www.coursera.org/learn/machine-learning "https://www.coursera.org/learn/machine-learning") | 11 semaines (53h total)      |
| 2020  | S3       | Game / App Development | Introduction to Game Development | intermédiaire | [https://www.edx.org/course/cs50s-introduction-to-game-development](https://www.edx.org/course/cs50s-introduction-to-game-development "https://www.edx.org/course/cs50s-introduction-to-game-development") | 12 semaines 6/9h par semaine |
| 2020  | S3       | Game / App Development | Game design | Introduction | [https://www.edx.org/course/introduction-game-design-mitx-11-126x-0](https://www.edx.org/course/introduction-game-design-mitx-11-126x-0 "https://www.edx.org/course/introduction-game-design-mitx-11-126x-0") | 7 semaines (8 à 10h par semaine) |
| 2020  | S3       | Game / App Development | 1) Introduction to Game Design 2) Introduction to C# programming and Unity | 1) Introductory 2) Débutant | 1) [https://www.edx.org/course/introduction-game-design-mitx-11-126x-0](https://www.edx.org/course/introduction-game-design-mitx-11-126x-0 "https://www.edx.org/course/introduction-game-design-mitx-11-126x-0") 2) [https://www.coursera.org/learn/introduction-programming-unity](https://www.coursera.org/learn/introduction-programming-unity "https://www.coursera.org/learn/introduction-programming-unity") | 1) 56-70h 2) 42h             |
| 2020  | S3       | Game / App Development | Fundamentals of 3D Visualization | Fondamentaux/Intermédiaire | [https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-animation](https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-animation "https://www.edx.org/professional-certificate/iitbombayx-fundamentals-of-3d-animation") | 8 semaines                   |
| 2020  | S3       | Game / App Development | 1) Unreal engine game programming/C++ 2)Introduction to C++ | 1) Developer course 2)Introduction | 1) [https://www.udemy.com/unrealcourse/](https://www.udemy.com/unrealcourse/ "https://www.udemy.com/unrealcourse/") 2) [https://www.edx.org/course/introduction-c-plus-plus-1x](https://www.edx.org/course/introduction-c-plus-plus-1x "https://www.edx.org/course/introduction-c-plus-plus-1x") | 1/3 mois (59h) 2/4 Semaines (3-5h par semaine) |
| 2020  | S3       | Algorithmique, Programmation, Développement Logiciel | Advanced algorithms and complexity | Avancé      | [https://www.coursera.org/learn/advanced-algorithms-and-complexity](https://www.coursera.org/learn/advanced-algorithms-and-complexity "https://www.coursera.org/learn/advanced-algorithms-and-complexity") | 4 semaines, 4 à 8h par semaine |
| 2020  | S3       | Algorithmique, Programmation, Développement Logiciel | Introduction to C++ Intermediate C++ Advanced C++ | Débutant Intermédiaire Avancé | [https://www.edx.org/course/introduction-c-plus-plus-1](https://www.edx.org/course/introduction-c-plus-plus-1 "https://www.edx.org/course/introduction-c-plus-plus-1") [https://www.edx.org/course/intermediate-c-microsoft-dev210-2x](https://www.edx.org/course/intermediate-c-microsoft-dev210-2x "https://www.edx.org/course/intermediate-c-microsoft-dev210-2x") [https://www.edx.org/course/advanced-c-plus-plus-1](https://www.edx.org/course/advanced-c-plus-plus-1 "https://www.edx.org/course/advanced-c-plus-plus-1") | 64 heures / 12 semaines      |
| 2020  | S3       | Algorithmique, Programmation, Développement Logiciel | String Processing and Pattern Matching Algorithms + NP-Complete Problems | intermediaire | [https://courses.edx.org/courses/course-v1:UCSanDiegoX+ALGS204x+3T2017/course/](https://courses.edx.org/courses/course-v1:UCSanDiegoX+ALGS204x+3T2017/course/ "https://courses.edx.org/courses/course-v1:UCSanDiegoX+ALGS204x+3T2017/course/") et [https://www.edx.org/course/np-complete-problems-uc-san-diegox-algs203x](https://www.edx.org/course/np-complete-problems-uc-san-diegox-algs203x "https://www.edx.org/course/np-complete-problems-uc-san-diegox-algs203x") | 30-40h +20h                  |
| 2020  | S3       | Digital marketing | Digital Marketing | Débutant(Cours1&2) | [https://www.coursera.org/specializations/digital-marketing](https://www.coursera.org/specializations/digital-marketing "https://www.coursera.org/specializations/digital-marketing") | 4 semaines (6 à 8h par semaine) 4 semaines (8 à 10h par semaine) |
| 2020  | S3       | Game / App Development | Scrape websites PhantomJS - CasperJS, Réalisez une appli web avec ReactJS | Intermédiaire | [https://www.udemy.com/scrape-websites-phantomjs-casperjs/](https://www.udemy.com/scrape-websites-phantomjs-casperjs/ "https://www.udemy.com/scrape-websites-phantomjs-casperjs/") [https://openclassrooms.com/fr/courses/4664381-realisez-une-application-web-avec-react-js](https://openclassrooms.com/fr/courses/4664381-realisez-une-application-web-avec-react-js "https://openclassrooms.com/fr/courses/4664381-realisez-une-application-web-avec-react-js") | \~30h - 50h                  |
| 2020  | S3       | Game / App Development | 1) Creating Virtual Reality (VR) Apps | 1) Intermédiaire 2) Intermédiaire | 1) [https://www.edx.org/course/creating-virtual-reality-vr-apps](https://www.edx.org/course/creating-virtual-reality-vr-apps "https://www.edx.org/course/creating-virtual-reality-vr-apps") | 1) 6 semaines 2) 60 h        |
| 2020  | S3       | Game / App Development | Android App Development for Beginners | intermédiaire | [https://www.edx.org/course/android-app-development-for-beginners-0](https://www.edx.org/course/android-app-development-for-beginners-0 "https://www.edx.org/course/android-app-development-for-beginners-0") | 6 semaines (8 à 10h par semaine) |
| 2020  | S3       | Gestion de Projet / Stratégie d'entreprise | 1) Les fondements de la stratégie d'entreprise 2) Cours de stratégie de l'Ecole de guerre (I) | 1) Débutant 2) Intermédiaire | 1) [https://www.edx.org/course/les-fondements-de-la-strategie-dentreprise-1](https://www.edx.org/course/les-fondements-de-la-strategie-dentreprise-1 "https://www.edx.org/course/les-fondements-de-la-strategie-dentreprise-1") 2) [https://www.fun-mooc.fr/courses/course-v1:EPHE+126003+session01/about](https://www.fun-mooc.fr/courses/course-v1:EPHE+126003+session01/about "https://www.fun-mooc.fr/courses/course-v1:EPHE+126003+session01/about") | 1) 10 semaines (3-5h) 2) 7 semaines (3h) |
| 2020  | S3       | Cyber Sécurité / Cryptographie | Network security | Advanced    | [https://www.edx.org/course/network-security-ritx-cyber504x-2](https://www.edx.org/course/network-security-ritx-cyber504x-2 "https://www.edx.org/course/network-security-ritx-cyber504x-2") | 8 semaines, 10-12h/semaine   |
| 2020  | S3       | Cyber Sécurité / Cryptographie | Essentials of Cybersecurity | Introductory | [https://www.edx.org/professional-certificate/uwashingtonx-essentials-cybersecurity](https://www.edx.org/professional-certificate/uwashingtonx-essentials-cybersecurity "https://www.edx.org/professional-certificate/uwashingtonx-essentials-cybersecurity") | 4 semaines (2 à 5h) \* 4     |
| 2020  | S3       | Autres | Information Theory | Non mentionné | [https://www.coursera.org/learn/information-theory/](https://www.coursera.org/learn/information-theory/ "https://www.coursera.org/learn/information-theory/") | 15 semaines                  |
| 2020  | S3       | Maths | Introduction to complex analysis | Intermédiaire | [https://www.coursera.org/learn/complex-analysis](https://www.coursera.org/learn/complex-analysis "https://www.coursera.org/learn/complex-analysis") | 8 semaines                   |
| 2020  | S3       | Maths | Introduction to Logic | Intermédiaire | [https://fr.coursera.org/learn/logic-introduction](https://fr.coursera.org/learn/logic-introduction "https://fr.coursera.org/learn/logic-introduction") | 10 semaines, 4-8h par semaine |
| 2020  | S4       | Machine Learning / Deep learning | Principles of Machine Learning : Python Edition | Intermédiaire | [https://www.edx.org/course/principles-of-machine-learning-python-edition-2](https://www.edx.org/course/principles-of-machine-learning-python-edition-2 "https://www.edx.org/course/principles-of-machine-learning-python-edition-2") | \~40h                        |
| 2020  | S4       | Game / App Development | CS50's Mobile App Development with React Native | Intermédiaire | [https://www.edx.org/course/cs50s-mobile-app-development-with-react-native](https://www.edx.org/course/cs50s-mobile-app-development-with-react-native "https://www.edx.org/course/cs50s-mobile-app-development-with-react-native") | \~75h                        |
| 2020  | S4       | Algorithmique, Programmation, Développement Logiciel | Angular - The Complete Guide | Intermédiaire | [https://www.udemy.com/course/the-complete-guide-to-angular-2/](https://www.udemy.com/course/the-complete-guide-to-angular-2/ "https://www.udemy.com/course/the-complete-guide-to-angular-2/") | Projet Typescript            |
| 2020  | S4       | Data Science | Applied Data Science | Intermédiaire | [https://www.coursera.org/specializations/applied-data-science](https://www.coursera.org/specializations/applied-data-science "https://www.coursera.org/specializations/applied-data-science") | 50h, moitié débutant / moitié intermédiaire |
| 2020  | S4       | Game / App Development | Developing Android Apps | Intermédiaire | [https://www.udacity.com/course/new-android-fundamentals--ud851](https://www.udacity.com/course/new-android-fundamentals--ud851 "https://www.udacity.com/course/new-android-fundamentals--ud851") | \~60h                        |
| 2020  | S4       | Algorithmique, Programmation, Développement Logiciel | Intro programmation objet en c++ | intermédiaire | [https://www.coursera.org/learn/programmation-orientee-objet-cpp#syllabus](https://www.coursera.org/learn/programmation-orientee-objet-cpp#syllabus "https://www.coursera.org/learn/programmation-orientee-objet-cpp#syllabus") | \~40h reparti en 5-6h/semaine x7 |
| 2020  | S4       | Game / App Development | Unity Certified Programmer | Intermédiaire | [https://www.coursera.org/specializations/unity-certified-programmer](https://www.coursera.org/specializations/unity-certified-programmer "https://www.coursera.org/specializations/unity-certified-programmer") | Apprentissage avancé sur l'utilisation du moteur Unity, très répandu dans l'industrie du jeu vidéo et De la réalité virtuelle. Compétences très souvent recherchées dans les offres d'emploi de ces secteurs. Cette formation peut déboucher sur une certification officielle d'Unity. |
| 2020  | S4       | Algorithmique, Programmation, Développement Logiciel | Algorithms, Part I | Intermédiaire | [https://www.coursera.org/learn/algorithms-part1](https://www.coursera.org/learn/algorithms-part1 "https://www.coursera.org/learn/algorithms-part1") |                              |
| 2020  | S4       | Algorithmique, Programmation, Développement Logiciel | Algorithms, Part II | Intermédiaire | [https://www.coursera.org/learn/algorithms-part2](https://www.coursera.org/learn/algorithms-part2 "https://www.coursera.org/learn/algorithms-part2") |                              |
| 2020  | S4       | Game / App Development | Unreal Engine 4 : create multilayer games in c++ | Intermédiaire | [https://www.udemy.com/course/unrealengine-cpp/](https://www.udemy.com/course/unrealengine-cpp/ "https://www.udemy.com/course/unrealengine-cpp/") |                              |
| 2020  | S4       | Data Science | Big Data Essentials: HDFS, MapReduce and Spark RDD | intermediaire | [https://www.coursera.org/learn/big-data-essentials/home/welcome](https://www.coursera.org/learn/big-data-essentials/home/welcome "https://www.coursera.org/learn/big-data-essentials/home/welcome") | \~50h reparti en 6-8h/semaine x7 |
| 2020  | S4       | Cyber Sécurité / Cryptographie | Secure Coding Practices | intermédiaire | [https://www.coursera.org/specializations/secure-coding-practices](https://www.coursera.org/specializations/secure-coding-practices "https://www.coursera.org/specializations/secure-coding-practices") |                              |
| 2020  | S4       | Intelligence artificielle | Intro to Artificial Intelligence | Intermédiaire | [https://www.udacity.com/course/intro-to-artificial-intelligence--cs271](https://www.udacity.com/course/intro-to-artificial-intelligence--cs271 "https://www.udacity.com/course/intro-to-artificial-intelligence--cs271") | assez long (33 leçons, 96h)  |
| 2020  | S4       | Finance | Financial Engineering and Risk Management Part I | Intermédiaire | [https://www.coursera.org/learn/financial-engineering-1](https://www.coursera.org/learn/financial-engineering-1 "https://www.coursera.org/learn/financial-engineering-1") |                              |
| 2020  | S4       | Finance | Financial Engineering and Risk Management Part II | Intermédiaire | [https://www.coursera.org/learn/financial-engineering-2](https://www.coursera.org/learn/financial-engineering-2 "https://www.coursera.org/learn/financial-engineering-2") |                              |
| 2020  | S4       | Finance | Advanced Portfolio Construction and Analysis with Python | Mixed       | [https://www.coursera.org/learn/advanced-portfolio-construction-python](https://www.coursera.org/learn/advanced-portfolio-construction-python "https://www.coursera.org/learn/advanced-portfolio-construction-python") |                              |
| 2020  | S4       | Finance | Introduction to Portfolio Construction and Analysis with Python | Mixed       | [https://www.coursera.org/learn/introduction-portfolio-construction-python](https://www.coursera.org/learn/introduction-portfolio-construction-python "https://www.coursera.org/learn/introduction-portfolio-construction-python") |                              |
| 2020  | S4       | Gestion de Projet / Stratégie d'entreprise | Effective communication | Mixte       | [https://www.coursera.org/specializations/effective-business-communication#courses](https://www.coursera.org/specializations/effective-business-communication#courses "https://www.coursera.org/specializations/effective-business-communication#courses") | un projet conséquent doit être effectué à la fin du MOOC |
| 2020  | S4       | Game / App Development | Game Theory 1 | intermédiaire | [https://www.coursera.org/learn/game-theory-1/](https://www.coursera.org/learn/game-theory-1/ "https://www.coursera.org/learn/game-theory-1/") |                              |
| 2020  | S4       | Game / App Development | Game Theory 2 | Intermédiaire | [https://www.coursera.org/learn/game-theory-2](https://www.coursera.org/learn/game-theory-2 "https://www.coursera.org/learn/game-theory-2") |                              |
| 2020  | S4       | Cyber Sécurité / Cryptographie | Fundamentals of Cybersecurity | avancé      | [https://www.edx.org/course/cybersecurity-fundamentals](https://www.edx.org/course/cybersecurity-fundamentals "https://www.edx.org/course/cybersecurity-fundamentals") | \~10h/semaine x8             |
| 2020  | S4       | Cyber Sécurité / Cryptographie | Network Security | avancé      | [https://www.edx.org/course/network-security-2](https://www.edx.org/course/network-security-2 "https://www.edx.org/course/network-security-2") | \~10h/semaine x8             |
| 2020  | S4       | Finance ou Data Science | Applying Data Analytics in Finance | Intermédiaire | [https://www.coursera.org/learn/applying-data-analytics-business-in-finance](https://www.coursera.org/learn/applying-data-analytics-business-in-finance "https://www.coursera.org/learn/applying-data-analytics-business-in-finance") |                              |
| 2020  | S4       | Game / App Development | Réalisez une application web avec react.js/Développez une application mobile react native | Intermédiaire | [https://www.my-mooc.com/fr/mooc/realisez-une-application-web-avec-react-js/](https://www.my-mooc.com/fr/mooc/realisez-une-application-web-avec-react-js/ "https://www.my-mooc.com/fr/mooc/realisez-une-application-web-avec-react-js/") [https://www.my-mooc.com/fr/mooc/developpez-une-application-mobile-react-/ative/](https://www.my-mooc.com/fr/mooc/developpez-une-application-mobile-react-/ative/ "https://www.my-mooc.com/fr/mooc/developpez-une-application-mobile-react-/ative/") | 20h introductive + 30h intermédiaire |
| 2020  | S4       | Game / App Development | More C# Programming and Unity | intermédiare | [https://www.coursera.org/learn/more-programming-unity](https://www.coursera.org/learn/more-programming-unity "https://www.coursera.org/learn/more-programming-unity") | Deuxième cours de la spécialisation entammée dans le cadre du MOOC en S3 |
| 2020  | S4       | Game / App Development | Pixel Art for Video Games | intermédiare | [https://www.coursera.org/learn/pixel-art-video-games](https://www.coursera.org/learn/pixel-art-video-games "https://www.coursera.org/learn/pixel-art-video-games") |                              |
| 2020  | S4       | Data Science | Applied Data Science | intermédiaire | [https://fr.coursera.org/specializations/applied-data-science](https://fr.coursera.org/specializations/applied-data-science "https://fr.coursera.org/specializations/applied-data-science") |                              |
| 2020  | S4       | Autres | Spécialisation Blockchaine | Intermédiaire | [https://www.coursera.org/specializations/blockchain](https://www.coursera.org/specializations/blockchain "https://www.coursera.org/specializations/blockchain") | 11h/semaine                  |
| 2020  | S5       | Data Science / Machine Learning | Big Data Analytics | Intermediate | [https://www.edx.org/course/big-data-analytics-adelaidex-analyticsx](https://www.edx.org/course/big-data-analytics-adelaidex-analyticsx "https://www.edx.org/course/big-data-analytics-adelaidex-analyticsx") | 10 weeks 8h per week         |
| 2020  | S5       | Data Science / Machine Learning | 1) Introduction to Machine Learning 2) Neural Networks |             | 1) [https://eu.udacity.com/course/intro-to-machine-learning--ud120](https://eu.udacity.com/course/intro-to-machine-learning--ud120 "https://eu.udacity.com/course/intro-to-machine-learning--ud120") 2) [https://www.coursera.org/learn/neural-networks](https://www.coursera.org/learn/neural-networks "https://www.coursera.org/learn/neural-networks") |                              |
| 2020  | S5       | Data Science / Machine Learning | 1) Python Basics for Data Science 2) Machine Learning with Python: a practical introduction 3) Deep Learning Fundamentals with Keras | 1) Introductory 2) Introductory 3) Intermediate | 1) [https://www.edx.org/course/python-basics-for-data-science-ibm](https://www.edx.org/course/python-basics-for-data-science-ibm "https://www.edx.org/course/python-basics-for-data-science-ibm") 2) [https://www.edx.org/course/machine-learning-with-python](https://www.edx.org/course/machine-learning-with-python "https://www.edx.org/course/machine-learning-with-python") 3) [https://www.edx.org/course/deep-learning-fundamentals-with-keras](https://www.edx.org/course/deep-learning-fundamentals-with-keras "https://www.edx.org/course/deep-learning-fundamentals-with-keras") | 1) 1 week, 2-5 h/w 2) 2 weeks, 3-6 h/w 3) 5 weeks, 2-4 h/w |
| 2020  | S5       | Algorithmique, Programmation, Développement Logiciel | Specialization Data Structures and Algorithms | Non mentionné | [https://www.coursera.org/learn/algorithms-on-graphs](https://www.coursera.org/learn/algorithms-on-graphs "https://www.coursera.org/learn/algorithms-on-graphs") [https://www.coursera.org/learn/algorithms-on-strings](https://www.coursera.org/learn/algorithms-on-strings "https://www.coursera.org/learn/algorithms-on-strings") [https://www.coursera.org/learn/advanced-algorithms-and-complexity](https://www.coursera.org/learn/advanced-algorithms-and-complexity "https://www.coursera.org/learn/advanced-algorithms-and-complexity") | 13 semaines, 47-84h          |
| 2020  | S5       | Algorithmique, Programmation, Développement Logiciel | Discrete Optimisation | intermédiaire | [https://www.coursera.org/learn/discrete-optimization](https://www.coursera.org/learn/discrete-optimization "https://www.coursera.org/learn/discrete-optimization") | 8 weeks, 10-15h per week     |
| 2020  | S5       | Algorithmique, Programmation, Développement Logiciel | Software Construction: Object-Oriented Design | Intermediate | [https://www.edx.org/course/software-construction-object-oriented-ubcx-softconst2x](https://www.edx.org/course/software-construction-object-oriented-ubcx-softconst2x "https://www.edx.org/course/software-construction-object-oriented-ubcx-softconst2x") | 6 weeks 8-10 hours per week  |
| 2020  | S5       | Algorithmique, Programmation, Développement Logiciel | Introduction to DevOps: Transforming and Improving Operations | Introductory | [https://www.edx.org/course/introduction-to-devops-transforming-and-improving-operations](https://www.edx.org/course/introduction-to-devops-transforming-and-improving-operations "https://www.edx.org/course/introduction-to-devops-transforming-and-improving-operations") | 40-50h                       |
| 2020  | S5       | Gestion de Projet / Stratégie d'entreprise | Project Management | Intermédiaire | [https://www.edx.org/course/evidence-based-project-management-anux-ebm07x](https://www.edx.org/course/evidence-based-project-management-anux-ebm07x "https://www.edx.org/course/evidence-based-project-management-anux-ebm07x") | 6 weeks, 6-8h/w              |
| 2020  | S5       | Gestion de Projet / Stratégie d'entreprise | Gestion de Projet - Parcours Avancé | Non mentionné | [https://mooc.gestiondeprojet.pm](https://mooc.gestiondeprojet.pm "https://mooc.gestiondeprojet.pm") | 6 semaines (6h à 10h par semaine) + Etudes de cas |