Ethics, bias and limitations of machine learning
Paris , France
Tuition Fee
EUR 1,950
Per course
Start Date
Medium of studying
Duration
4 days
Program Facts
Program Details
Degree
Courses
Major
Artificial Intelligence | Data Analysis | Data Science
Area of study
Information and Communication Technologies
Course Language
English
Tuition Fee
Average International Tuition Fee
EUR 1,950
Intakes
| Program start date | Application deadline |
| 2023-02-28 | - |
| 2023-03-01 | - |
| 2023-03-21 | - |
| 2023-03-22 | - |
About Program
Program Overview
Ethics, bias and limitations of machine learning
Overview
This module is the third and last part of the "Data Science and Modeling" certificate. The objective is to explore the main challenges of machine learning and the ethical and legal considerations of data use in the business world.
Objectives
- The knowledge necessary to evaluate and analyze the performance of a machine learning model.
- The skills required to deal with small databases and manage overlearning.
- The keys to develop critical thinking skills on the challenges of AI and its social and ethical implications.
Content
- Day 1: Machine Learning (ML) model assessment
- Handling the main challenges of machine learning, model evaluation and performance analysis.
- The main concepts covered in this module are: ML model evaluation, performance analysis and overlearning vs. underlearning.
- Day 2: Working with a small database
- Learn the methods for managing small amounts of data and how to increase data.
- The main concepts covered in this module are data augmentation and ensemble methods.
- Day 3: Challenges in the application of the learning machine
- How to create a strategy around machine learning models? What are the social and ethical implications of such choices?
- The main concepts addressed in this module are: performance analysis, deployment of ML models and the ethical, legal and social issues of data use.
Trainers/Teachers
- Virginie Mathivet
- Expertise: AI & Deep learning
- Expert AI & Deep learning teacher | Director of R&D, Corporate Teamwork
Program Details
- Prerequisite: Good knowledge of mathematical tools (linear algebra, probability, statistics) and programming (Python).
- Location: Cachan
- Duration of the training: 4 days
- Dates: February 28, March 1, March 21 and 22, 2023
- Price: € 1950 (excl. VAT)
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About University
Overview:
aivancity School for Technology, Business & Society, Paris - Cachan is a Grande Ecole specializing in Artificial Intelligence (AI) and Data Science. It is a relatively new institution, founded in 2020, and has quickly gained recognition for its innovative approach to education.
Services Offered:
aivancity offers a range of services to its students, including:
Academic Programs:
aivancity provides a variety of academic programs, including a Grande Ecole program, Bachelor of Science in Applied AI, and various Master of Science programs in Data Engineering, Data Management, and AI for Business.Executive Education:
aivancity offers professional development programs for individuals and businesses, including certificates, short programs, and customized programs.International Opportunities:
aivancity provides opportunities for international study and exchange programs.Financial Aid:
aivancity offers scholarships and financial aid to eligible students.Career Services:
aivancity provides career guidance and support to help students find jobs in the AI and data science fields.Student Life and Campus Experience:
Key Reasons to Study There:
State-Recognized and Accredited:
aivancity is recognized by the French Ministry of Higher Education and Research, ensuring the quality of its programs.Hybrid Approach:
aivancity's curriculum combines AI, business management, and ethics, providing a well-rounded education for students.Industry Partnerships:
aivancity has strong partnerships with leading companies in the AI and data science fields, providing students with valuable industry connections and opportunities.Focus on Employability:
aivancity's programs are designed to prepare students for successful careers in the AI and data science fields.Innovative Pedagogy:
aivancity utilizes innovative teaching methods, including hybrid learning, project-based learning, and real-world case studies.Academic Programs:
aivancity offers a variety of academic programs, including:
Grande Ecole Program (MSc Artificial Intelligence & Data Science):
This program provides a comprehensive education in AI and data science, with a focus on both technical skills and business acumen.Bachelor of Science in Applied AI:
This program prepares students for careers as AI developers.Master of Science in Data Engineering & Cloud Computing:
This program focuses on the technical aspects of data engineering and cloud computing.Master of Science in Data Management:
This program focuses on the management and analysis of large datasets.Master of Science in Artificial Intelligence for Business:
This program prepares students for careers in business applications of AI.Other:
aivancity is committed to ethical AI development and has a strong focus on social responsibility. The institution is also actively involved in research and innovation in the field of AI.
Total programs
15
Location
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