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Python x AI

IT Standard 14 14 hrs AI Python

This course introduces the foundations of AI and Python programming, teaching students to navigate the exciting realm of computing and cloud technologies. Engage with AI concepts and data structures to develop and train AI models. With hands-on experience in computer vision and model training, this course is an ideal gateway into the world of AI applications. Get ready to bring your innovative ideas to life and create impactful AI solutions.

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Learning objectives

  • Grasp the basics of Python programming, including commands, cloud computing with platforms like GitHub Codespaces/Colab, and data structures such as Lists and Dictionaries for AI applications.
  • Understand and apply computer vision techniques, including image analysis, face recognition, OCR, and training models for image classification and object detection.
  • Develop practical AI skills by training and implementing models for hand gesture recognition and face detection, while also exploring ethical considerations in AI.

Lesson plan

Basic computing & Python | Describe the concept of commands and computer
Essential knowledge for AI | Learn the essential knowledge for AI
Get start with computer vision | Understand the workloads in Computer Vision and how to use pretrained model
Image Classification | Understand how to train image classification model
Hand Gesture recognition | Understand how to train hand gesture recognition model
Object detection | Understand how to train object detection model
Apply AI | Understand how to integrate AI model in application

Prerequisites

  • Python Basics Course or equivalent

Software

  • Visual Studio Code
  • GitHub Codespaces / Colab
  • Python 3.10 or later

Other requirements

    Hardware

    • Notebook/Desktop with updated browser
    • Stable network
    • Webcam