Course Overview
- Course Title: Masterclass en ingénierie de l'IA : De zéro à héros de l'IA
- Instructor: Vivian Aranha
- Target Audience:
- Beginners in AI
- Individuals with basic programming knowledge
- Enthusiasts with a passion for AI
- Professionals looking to advance their AI skills
- Prerequisites:
- Basic programming knowledge (Python recommended but not mandatory)
- Basic mathematics skills (high school level algebra, basic statistics)
- Access to a computer with internet connection
- Stable internet connection
- Optional: Installation of Python, Jupyter Notebook, and relevant AI libraries
Curriculum Highlights
- Key Topics Covered:
- Programming in Python
- Data preprocessing and cleaning
- Machine learning fundamentals
- Neural networks and deep learning
- Natural Language Processing (NLP)
- Computer vision
- Model deployment using APIs and Docker
- Real-world AI projects
- Key Skills Learned:
- Creating AI models with Python, TensorFlow, and PyTorch
- Data preprocessing, cleaning, and analysis
- Training, evaluating, and optimizing machine learning models
- Designing, implementing, and tuning neural networks
- Applying NLP techniques
- Leveraging transfer learning
- Deploying AI models using APIs and Docker
- Monitoring model performance and detecting drifts
- Solving real-world business and technical challenges with AI
- Developing end-to-end AI projects
Course Format
- Duration:
- 33 hours on-demand video
- 1 article
- Access on mobile and TV
- Format: Self-paced online course
- Resources:
- Certificate of completion
- Access on mobile and TV