Responsible deployment of deep 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 Science | Software Engineering
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 |
| 2023-05-16 | - |
| 2023-06-06 | - |
| 2023-06-13 | - |
| 2023-06-14 | - |
About Program
Program Overview
Responsible Deployment of Deep Learning
Overview
This module is the third and final part of the "Neuron Networks and Deep Learning" certificate. The objective is to deploy a responsible solution based on deep learning, focusing on interpretability and social and ethical implications.
Objectives
- An understanding of deep neural networks
- Concrete experience with the deployment and hosting of an AI model
- The tools to design responsible deep learning solutions that meet social and ethical challenges
Content
Day 1: Interpretability of Artificial Neural Networks
- How to understand and explain what happens in an artificial neural network?
- Modeling in the form of a “black box”
- Main concepts: interpretability, action plan and policy of a model, and the Python SHAP and LIME libraries
Day 2: Deployment of a Deep Learning Model
- Concrete example of the deployment of a deep learning and focus model on a few specialized frameworks
- Main concepts: deployment, data science workload and Strealit and FastAPI frameworks
Day 3: Responsible Deployment of a Deep Learning Model
- Focus on the interpretability of a model and consideration of the social and ethical implications of deep learning
- Main concepts: deep learning models, interpretability, deployment
Program Details
- Prerequisites: Previous knowledge in data science and machine learning
- Location: Cachan
- **Duration of the training: 4 days
- Dates: May 16, June 6 June 13 and 14
- Price: € 1950 excluding VAT
Support for Individuals with Disabilities
- Our training programs are open to everyone
- If you have specific needs, especially related to a disability, please do not hesitate to contact us
- Our team is ready to welcome you and address your needs
- Find the welcome guide and all the information about the support and assistance available for our students and participants with disabilities!
Program Outline
Outline:
Day 1: Interpretability of artificial neural networks
- How to understand and explain what happens in an artificial neural network?
- Modeling in the form of a “black box”.
- The main concepts covered in this module are: interpretability, action plan and policy of a model, and the Python SHAP and LIME libraries.
Day 2: Deployment of a deep learning model
- Concrete example of the deployment of a deep learning and focus model on a few specialized frameworks.
- The main concepts covered in this module are: deployment, data science workload and Strealit and FastAPI frameworks.
Day 3: Responsible deployment of a deep learning model
Teaching:
TRAINERS / TEACHERS
- Emmanuel R. Goffi
- Virginie Mathivet
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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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