A class for people with no data science background who wish to learn AI trends.
Course Overview
This four-hour workshop will cover everything you need to know to understand the current trends in generative AI, how these models work, and how to train them, and you can leverage them for your business. The session will cover how text, images, video, and music can be created by AI, details about the data they need, and considerations for their use. All hands-on programming will be done in Python.
Prerequisites
Attendees should be comfortable with the basics of programming but need no background in data science or AI.
Certificate
Certificates are awarded at the end of the program at the satisfactory completion of the course. Students are evaluated on a pass/fail basis for their performance on the required homework and final project (where applicable). Students who attend a minimum of 85% of the class are eligible for the certificate of completion.
Syllabus
Unit 1: Introduction to Generative AI
- Perception vs. generation
- Notable examples
Unit 2: Types of Generative Models
- Autoregressive Models
- Autoencoders
- Generative Adversarial Networks (GANs)
- Transformers
- Diffusion Models
- The raise of prompting
Unit 3: Building and Training Generative Models
- Gathering training data
- Creating a basic model
- Defining a training loop
- Scaling up
Unit 4: Image, Video, Text, and Music Generation using AI
- Large Language Models
- Text to Image models
- From images to videos
- Approaches to music
Unit 5 : How to invest in Generative AI
- Opportunities for new products
- Improving efficiency
Bonus Unit: How generative AI will disrupt the industry and its social and legal implications
This course is available for "remote" learning and will be available to anyone with access to an internet device with a microphone (this includes most models of computers, tablets). Classes will take place with a "Live" instructor at the date/times listed below.
Upon registration, the instructor will send along additional information about how to log-on and participate in the class.
School Notes: We offer a certification licensed by the NYS Board of Education.