Expert en sciences des données spécialité Data Science and Artificial Intelligence

• Expert en sciences des données - Code CertifInfo 107213
  • Niveau de qualification : 7 - Savoirs hautement spécialisés

Objectifs

- Affiner les compétences en mathématiques appliquées
- Comprendre les algorithmes de l'IA
- Mettre en œuvre les architectures IT et Big Data
- Comprendre la gestion de projets IT et les aspects juridiques

Programme de la formation

Warmup Courses (75hrs) - 6 ECTS

Core Data Science & AI - 190 Hours / 24 ECTS :
- Applied Mathematics for Data Science (25hrs) - 3 ECTS
- Foundations of Statistical Analysis and Machine Learning Part 1 (25hrs) - 3 ECTS
- Foundations of Statistical Analysis Machine Learning Part 2 (40hrs) - 4 ECTS
- Time-Series Analysis (25hrs) – 3 ECTS
- SAS "The SAS Ecosystem DSTI Chair" (25hrs) - 3 ECTS
- Continuous Optimization (25hrs) - 4 ECTS
- Artificial Neural Networks (25hrs) - 4 ECTS
Core Data Engineering - 250 Hours / 24 ECTS :
- Software Engineering - Part 1 (25hrs) - 2 ECTS
- Software Engineering - Part 2 (25hrs) - 3 ECTS
- Python Machine Learning Labs (25hrs) - 4 ECTS
- MLOps by Adaltas (50hrs) - 4 ECTS
- Data Wrangling with SQL (25hrs) - 3 ECTS
- Amazon AWS “Cloud-Computing DSTI Chair” (50hrs) - 4 ECTS
- Big Data Ecosystem by Adaltas (50 hrs) - 4 ECTS
Applied Data Science & AI - 210 Hours / 32 ECTS :
- Advanced Statistical Analysis and Machine Learning (35hrs) - 4 ECTS
- Statistical Analysis of Massive and High-Dimensional Data (25hrs) - 4 ECTS
- Survival Analysis Using R (25hrs) - 4 ECTS
- Inverse Problems & Data Assimilation (25hrs) - 4 ECTS
- NoSQL databases for Graph-based Modelling (25hrs) - 4 ECTS
- Deep Learning (25hrs) - 4 ECTS
- Agent-Based Modelling (25hrs) - 4 ECTS
- Semantic Web technologies for Data Science developments (25hrs) - 4 ECTS
Operational Methodologies (50hrs) – 4 ECTS :
- Data Laws & Regulations – Philosophies, Geopolitics & Ethics (25hrs) - 2 ECTS
- IT Project Management – PMP-PMI and Agile Approaches (25hrs) - 2 ECTS

65 Hours of Support Sessions

Validation et sanction

Certification

Type de formation

Certifiante

Sortie

Bac + 5 et plus