Université Côte d’Azur (UniCA)
数据科学与人工智能硕士
期间
2 Years
语言
英语, 法语
步伐
全职
报名截止日期
Request application deadline
最早开始日期
Request earliest startdate
学费
EUR 5,000 / per year
学习形式
在校园
介绍
数据科学与人工智能理学硕士课程是 UCA JEDI 卓越计划框架内创建的国际理学硕士课程之一。
数据科学与人工智能理学硕士学位是由法国蔚蓝海岸大学颁发的理学硕士学位。
数据科学与人工智能理学硕士课程是法国蔚蓝海岸大学为期 2 年的理学硕士课程。该课程提供数据科学和人工智能方法方面的培训，强调数学和计算机科学视角。学生将获得全面的理论基础，并学习数据科学和人工智能的技术和实践技能，使他们能够应用先进的数据科学方法来研究现实世界的问题。
核心课程将让学生全面了解数据、计算技术和统计分析的一些最基本方面。该课程将传统讲座与计算机实验室课程相结合，学生将使用编程工具处理数据并完成动手练习，并分析业内专业人士提供的真实数据。
课程
First Semester
Refresher
- Basic Probability
- Basic Algebra for Data Analysis
- Basic Algorithmics
- Methods and tools for technical and scientific writing
Statistics
- Statistical Inference theory
Machine Learning
- Introduction to Machine Learning
- Introduction to Deep Learning
- Ethical Aspects of Data
Programming
- R Programming for Data Science
- Python Programming for Data Science
- Distributed Big Data Systems
Workshop and Vulgarization
- Workshop and vulgarization
Second Semester
Statistical Learning
- Introduction to Information Theory
- Model Selection and Resampling Methods
- Optimization for Data Science
Machine Learning
- More on Learning Algorithms
- More on Deep Learning
- Web of Data
Personal Work
- Case studies
- Internship
Third Semester
Mandatory Courses
- Bayesian Learning
- Model-Based Statistical Learning
- Advanced Deep Learning
- Reinforcement Learning
Research Project
Medical Track
- Medical Images
- Inverse Problems in Image Processing
- Application of machine learning to MRI, electroencephalography, and brain-computer interfaces
- Geometric and topological methods in data analysis, with applications in biology and medicine
- Biomedical Signal Processing
- Machine learning for multi-omics integration
Core AI Track
- Statistical Learning in High Dimension
- Advanced Learning: functional, mixed and text data
- Statistical Analysis of Graph (Networks)
- Deep Learning for Computer Vision
- Federated Learning - Data Privacy
- Statistical Learning Theory
Fourth Semester
- Personal Training
招生
奖学金和资助
IDEX Scholarships for International MSc Programs
Each year Université Côte d'Azur awards 10 Idex scholarships to the best MSc candidates. The recipients of these grants of excellence will be exempt from tuition fees and will receive a stipend of €5,000.
该奖学金仅颁发一年。
France Excellence Europa Scholarship Program
“法国卓越欧洲”奖学金项目由法国欧洲和外交部制定，允许来自26个欧盟国家的学生获得奖学金，在法国高等教育机构攻读硕士学位。
埃菲尔奖学金
埃菲尔卓越奖学金项目由法国欧洲和外交部设立，旨在帮助法国高等教育机构吸引顶尖外国学生攻读硕士学位。
它为私营和公共部门的未来外国决策者提供了在重点研究领域的机会，并鼓励来自发展中国家的 25 岁以下申请者攻读硕士学位。
课程学费
画廊
工作机会
At the end of the MSc DSAI students can work in companies as experts or engineers, in development, research and development, consulting services related to artificial intelligence and machine learning, and data processing. They can also continue their training with a doctoral thesis which can be carried out either in an academic research laboratory or in a company, for example with a CIFRE contract.
Join the Job Market:
- Data analyst
- Data mining
- Data scientist
- Chief Data Officer
- Machine learning engineer
- Big data engineer
- Big data architect
- Specialist in data visualization
Continue to PhD
- PhD in public or private sector