Artificial Intelligence and Machine Learning AEC
Program Overview
The Artificial Intelligence and Machine Learning (AIML) program at Collège de Technologie Ascent equips students with the skills and knowledge for a successful career in AI. The program combines theoretical foundations with hands-on practical experience, focusing on the practical application of AI and machine learning techniques in various domains. Graduates are qualified for various career paths in the AI and Machine Learning domain, including Artificial Intelligence Analyst, Machine Learning Technologist, and Data Scientist.
Program Outline
The Artificial Intelligence and Machine Learning (AIML) program is designed to equip students with the necessary skills and knowledge for a successful career in the rapidly growing field of artificial intelligence. This program focuses on the practical application of AI and machine learning techniques in various domains, including healthcare, transportation, insurance, transport and logistics, and customer service.
Objectives:
- Equip students with a strong understanding of the fundamental principles of AI and Machine Learning.
- Train students in the use of programming tools and languages essential for developing intelligent agents and advanced neural networks.
- Enable students to apply their knowledge and skills to real-world problems through practical projects and internships.
- Prepare students for a wide range of career opportunities in the AI and Machine Learning sector.
Program description:
This program combines theoretical foundations with hands-on practical experience. Students will delve into the intricacies of mathematics, programming approaches (deep learning, unsupervised learning, data pre-processing), and programming tools (frameworks, libraries, languages like Python and R) specifically within the context of artificial intelligence.
Outline:
Program content:
The AIML program curriculum covers a comprehensive range of topics, including:
- Introduction to AI
- Data Science with Python
- Machine Learning
- Math Refresher
- Regression
- Deep Learning with TensorFlow
- Introduction to Convolutional and Recurrent Neural Networks
- Deep Learning Application
- Python Training
- Python Game Development - Create a Flappy Bird Clone
- Spark ML Programming
- Data Science Certification Training - R Programming
- Apache Spark & Scala
- Spark ML Programming
- Spark GraphX Programming
- Project / Internship
Structure:
The program is delivered over a two-year period, encompassing four semesters.
Assessment:
Assessment methods:
The program utilizes a variety of assessment methods to evaluate student learning, including:
- Assignments
- Quizzes
- Exams
- Projects
Teaching:
Teaching methods:
The program employs a blend of teaching methods, including:
- Interactive lectures
- Hands-on workshops
- Project-based learning
Unique approaches:
The program's unique approaches include:
- Strong emphasis on practical application
- Real-world project-based learning
- Internship opportunities
- Access to industry-standard software and tools
Careers:
Potential career paths:
Graduates of the AIML program are qualified for various career paths in the AI and Machine Learning domain, including:
- Artificial Intelligence Analyst
- Artificial Intelligence Programmer
- Machine Learning Technologist
- Machine Learning Analyst
- Application Developer
- Data Scientist
- Data Steward
- Data Technologist
Career opportunities:
The demand for AI and Machine Learning specialists is rapidly growing, creating numerous job opportunities across various industries.
Career outcomes:
- The program offers flexible schedules to accommodate students' individual needs.
- Financial aid options are available for eligible students.
- The program provides placement assistance services to help graduates find suitable job opportunities.
- The program emphasizes the development of essential soft skills, such as communication, teamwork, and problem-solving.
Prerequisites:
- English language proficiency (IELTS 6.0 or equivalent)
- High School Diploma (or equivalent)
- Basic computer literacy
Conclusion:
The Artificial Intelligence and Machine Learning program at Collège de Technologie Ascent offers students a comprehensive and practical education in this rapidly evolving field. The program's strong emphasis on hands-on learning, real-world project-based activities, and internship opportunities prepares graduates for successful careers in the AI and Machine Learning domain.
