Descriptif
The DataAI study track is a two-year master’s program at the Institut Polytechnique de Paris to prepare students for a PhD. It is concerned with Artificial Intelligence (AI) and large-scale data management. To apply, you can browse the official IP Paris webpage for the the M1 and for the the M2.
The program is taught in English. It teaches students the basics of Machine Learning, Logic, Big Data Systems, and Databases, before diving into applications in advanced machine learning, symbolic AI, swarm intelligence, natural language processing, visual computing, and robotics. Students can choose from a wide variety of courses, including on the mining of large datasets, big data processing systems, reinforcement learning, GPU programming, semantic networks, cognitive modeling, self-organizing multi-agent systems, autonomous navigation for robots, text mining, image understanding, as well as social issues in AI.
The program has a focus on research, and aims to familiarize students from the beginning with scientific work with scientific projects and internships. This way, students are optimally prepared for doing a PhD.
- Language of instruction: English
- ECTS: 120
- Orientation: PhD
- Duration: 1 year (M2) or 2 years (M1+M2)
- Start: September
- Course Location: Quartier Polytechnique, Palaiseau, France
Diplômes concernés
Composition du parcours
- MODS202 Econometrics
- SR2I305 Blockchain et Crypto-monnaie : analyse et mise oeuvre
- X-INF644 Immersion and Interaction with Virtual Words
- MVA947 Apprentissage pour les séries temporelles
- IA325 Algorithmic information and artificial intelligence
- MVA946 Deep learning for medical imaging
- TPT-DATAAI964 Knowledge Base Construction
- IA305 Apprentissage pour la robotique (ROB311)
- IA312 Natural Language Processing
- TPT-DATAAI941 Softskills seminar
- TPT-DATAAI951 AI Ethics
- MICAS902 Introduction à la probabilité et aux statistiques
- IA323 Perception pour les systèmes autonomes (ROB313)
- TPT-DATAAI965 Basics of image processing and analysis
- TPT-DATAAI921 Architecture for Big Data
- TPT-DATAAI962 Data Stream Mining
- TPT-DATAAI901 Machine Learning class="item">Data AI - S1 - Semestre 1 master Data & Artificial Intelligence
- TPT-DATAAI903 Image mining and content-based retrieval
- TPT-DATAAI961 Self-organising multi-agent systems
- IA301 Logics and Symbolic AI : knowledge representation and reasoning
- SD206 Logic and Knowledge Representation/Logique et représentation des connaissances (Option Gestion des données)
- SD202 Databases / Bases de données
- TPT-DATAAI970 Project A
- TPT-DATAAI971 Project B
- X-INF552 Data Visualization
- X-INF582 Text Mining and NLP
- X-INF554 Introduction à l'apprentissage profond de la Machine
- ENSTA-IA302 Constraint Programming
- X-INF581-1 Advanced Machine Learning and Autonomus Agents
- X-INF553 Database Management Systems
- X-INF583 Systems for Big Data
- X-INF556 Topological Data Analysis
- IA317 Machine learning in high dimension
- SD201 Mining of Large Datasets/Exploration des grands volumes de données
- IA318 Reinforcement learning
- X-INF565 Information Systems Security
- IA315 Multimodal Dialogue
- TPT-DATAAI902 Recent Trends in Deep Learning
- IA304 Probabilistic Models and Machine Learning
- SD213 Cognitive approach to Natural Language Processing (Option Gestion des données)
- SD212 Graph Learning
- IA307 Programming with GPU for Deep Learning
- MODS211 Culture et pratique de la data
- X-INF564 Compilation
- X-INF557 D'Internet à l'IdO
- X-INF585 Computer Animation
- DATAAI966 Multimodal Dialogue
- X-INF573 Image & Computer Vision
- IA306 Deep learning I
- TP09 Social Emergence in Complex Systems (Télécom Paris - Palaiseau)
- DS-ENSAE-9 Optimal Transport: Theory, Computations, Statistics, and ML Applications
- DS-télécom-13 (DATA919) Computer vision
- MODS201 Microeconomics and Industrial Organization
- ESP-A1 Espagnol général niveau A1
- MODS213 Incuber et accompagner un projet entrepreneurial innovant
- X-INF562 Computational Geometry
- FLES-B1/B2.1 Français général niveau B1/B2.1
- TPT-DATAAI967 Data Science in Practice
- DROIT-TECH Droit des technologies de l'information et de la communication