Overview

Description
This course enables students to learn tensorflow and build algorithms from scratch using Python. This course is specifically for building and training deep neural networks for image classification tasks. They will also learn how to tune and optimize neural networks. This course is ideal for high school students who want to use AI on images for innovative science projects, for those who want to build systems using computer vision and cameras, or anyone who wants to learn image classification using deep neural networks.

Topics, Tools, and Modules:
  • Learn special types of Neural Networks, particularly Convolutional Neural Networks (CNN) and Residual Neural Networks (ResNet)
  • Employ established patterns of these networks to build powerful image detection applications
  • Gain expertise on how to tune Neural Networks and tuning parameters such as learning rate, numbers of layers, epochs and others.
  • An introduction to Transfer Learning and how to use it effectively
  • An introduction to GPUs and how GPUs help accelerate neural network training
  • The students will build a custom project of their choice (note - if they are interested in participating in a competition, they are welcome to bring their project in for this class).
  • Natural Images: Example, Category detection (Dog vs Cat etc). Emotion detection (Happy vs Sad).
  • Scientific applications using medical images: example Cancer detection from histopathology images, diabetes detection from retinal images.
  • Game applications using synthetic Images: Category detection (type of emoji etc).
  • Use the same industry cloud tools that businesses and experts do (we heavily use Amazon Web Services AI tools), We show you how to use them easily. You can use the same      tools as you do more classes.

Itinerary
Prerequisites
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Reviews
4.8 (6)
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(Python with AI: Build App! PhD Teachers!)
December 10, 2020 - Amy Te
Verified Purchase
Highly recommended! My 6th grader enjoyed the course and she now gained a good understanding and foundation on what is Python programming like and how AI works. The instructor was very caring and respectful to students and answered her questions in details.
AIClub
January 1, 2021
Thank you very much! We appreciate your feedback!
(AI Machine Learning Camp (Online Live))
July 26, 2020 - Arthi Britto
Verified Purchase
My son immensely enjoyed learning the fundamentals of AI technology , he was also thrilled to be able to take whatever he learnt in AI and apply it to real - world projects. On the whole, I would say it was a highly enriching experience for him to have participated in attending your AI summer camp.
AIClub
July 27, 2020
Thank you very much!
(AI Machine Learning Camp (Online Live))
June 14, 2020 - Ying Wang
Verified Purchase
My kid entered the class as a skeptic, but finished it as an engaged person.
AIClub
July 12, 2020
Thank you very much!
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About AIClub
Award winning Artificial Intelligence and Programming classes for Grades 4-12. Designed and taught by Computer Science PhDs. Proven success with hundreds of…
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