Masterclass en ingénierie de l'IA : De zéro à héros de l'IA

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