Artificial Intelligence and Machine Learning for Teens
Overview: Learn from AI and machine learning experts at Camgian. Whether you are brand new to coding or a super junior AI engineer, this course will provide you a fun and hands-on learning experience from the top engineering minds at Camgian.
Step 1: Register for the courses. You may only attend if you register.
Step 2: You will be sent an invitation via email to attend. All sessions will be held using Go-To-Meeting. There will be a link and a conference id# attached to your invitation.
Schedule: All sessions will be held on Thursdays, beginning June 4th, at 4:00pm CT and last approximately 30 minutes.
Courses will include:
SECTION 1: THE BASICS
Course Title: Welcome/What is AI?
Course Title: Expert Systems (Game Agents)
Course Title: Machine Learning Types
Solving a Maze using AI
SECTION 2: ART
Course Title: Generative Adversarial Network (GAN)
Course Title: Neural Style Transfer (NSF)
AI Art Contest Winner:
“Whiteout” by David
Artist Using GAN:
ThisPersonDoesNotExist – Generate images of people who do not exist
Google’s Introduction to GAN – Learn about GAN
CoLab Research used in the Art Class on July 2nd
Deep Dream Generator (you will need to create an account to use this site)
SECTION 3: ARTIFICIAL STUPIDITY
Course Title: Natural Language Processing (NLP)
Course Title: Genetic Algorithms (GA)
Google Colab used in NLP presentation : https://colab.research.google.com/github/h1wingo/neural_style_transfer/blob/master/NeuralStyleTransfer.ipynb
Google Colab used in Genetic Algorithms: https://colab.research.google.com/github/MattCamgian/geneticAlgorithm/blob/master/mainGA.ipynb
AI Weirdness Web site: https://aiweirdness.com/
SECTION 4: MACHINE VISION
Course Title: Non-Deep Learning
Course Title: Deep Learning
Google Colab used in Non-Deep Learning: https://colab.research.google.com/drive/15KheA7MBZ2F9mysiqltlW-gGvTfvWij1#scrollTo=_TSZ2ogFphfR
Object Detection without Machine Learning (doughnuts): https://towardsdatascience.com/object-detection-without-machine-learning-aed3c5b668f3
Youtube Demo of Eigen Faces: https://www.youtube.com/watch?v=J0arU2PAMls
Object Detection without Machine Learning (soda bottles): https://towardsdatascience.com/real-time-object-detection-without-machine-learning-5139b399ee7d
Many neural networks flavors: https://www.asimovinstitute.org/neural-network-zoo/
Teachable Machine (parameters, under the hood): https://teachablemachine.withgoogle.com/
Neural Network Playground: http://playground.tensorflow.org/
Learning more on computer vision: http://cs231n.stanford.edu/