Introduction to neural networks
Program start date | Application deadline |
2023-04-04 | - |
2023-04-05 | - |
2023-04-18 | - |
2023-04-19 | - |
Program Overview
Introduction to Neural Networks
Overview
This module is the first part of the certificate “Neuron Networks and Deep Learning”. The objective is to discover the fundamentals of artificial neural networks, their theory and business applications.
Objectives
- The basic knowledge and business applications of artificial neural networks
- Understanding the technical aspects of deep learning
- Knowledge of the elements of a deep neural network and their relationships
Content
- Day 1: Artificial Neuron Networks
- Fundamentals of artificial neural networks, their theory and business applications
- The main concepts covered in this module are: the TensorFlow library, neural networks, propagation and backpropagation and the perceptron
- Day 2: Initialization, Regularization and Focusing
- Focus on the technical aspects of deep learning and its role in business
- The main concepts covered in this module are: initialization, regularization & optimizations, and selection of hyperparameters
- Day 3: Building an Artificial Neuron Network
- How to build an artificial neural network model using the TensorFlow and Keras libraries to meet a business challenge
- The main concepts covered in this module are: artificial neural networks, and TensorFlow and Keras libraries
Trainers/Teachers
- Doreid Ammar
- Expertise: Data science
- Professor in Data science and Computer science | Academic Director
Program Details
- Prerequisites: Previous knowledge in data science and machine learning
- Location: Cachan
- Duration of the training: 4 days
- Dates: April 4 and 5 and April 18 and 19, 2023
- 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: Artificial Neuron Networks
- Fundamentals of artificial neural networks, their theory and business applications.
- Main concepts: TensorFlow library, neural networks, propagation and backpropagation, perceptron.
- Day 2: Initialization, Regularization and Focusing
- Focus on the technical aspects of deep learning and its role in business.
- Main concepts: initialization, regularization & optimizations, selection of hyperparameters.
- Day 3: Building an Artificial Neuron Network
- How to build an artificial neural network model using the TensorFlow and Keras libraries to meet a business challenge.
- Main concepts: artificial neural networks, TensorFlow and Keras libraries.
Teaching:
- Trainers/Teachers:
- Doreid Ammar, Professor in Data science and Computer science, Academic Director
- Ysens de France, Associate Professor of AI Law, Director of Foresight at the Sapiens Institute
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.